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MH SET 2019: 23 June, Paper II, Mathematical Sciences

  • Date: 23 June 2019
  • Paper code: JUN-30219
  • Series: A
  • Language: Bilingual
  • 48 pages
MH SET 2019 question paper, 23 June 2019, Paper II, Mathematical Sciences, page 1 of 48
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Test Booklet Code & Serial No.
                                                                                                                      A
                                            MATHEMATICAL SCIENCE
Signature and Name of Invigilator                                                                 Seat No.
1. (Signature) .........................................                                                   (In figures as in Admit Card)
      (Name) ................................................                     Seat No. ..............................................................
2. (Signature) .........................................                                                    (In words)

      (Name) ................................................                       OMR Sheet No.
JUN - 30219                                                                                          (To be filled by the Candidate)
Time Allowed : 2 Hours]                                                                                [Maximum Marks : 200
Number of Pages in this Booklet : 48                                                    Number of Questions in this Booklet : 190
                     Instructions for the Candidates
1.         Write your Seat No. and OMR Sheet No. in the space provided             1.
           on the top of this page.
2.         This paper consists of 190 objective type questions. Each question
           will carry two marks. Candidates should attempt all questions           2.
           either from sections I & II or from sections I & III only.                                             I       II         I       III
3.         At the commencement of examination, the question booklet
           will be given to the student. In the first 5 minutes, you are
           requested to open the booklet and compulsorily examine it as            3.
           follows :
           (i)     To have access to the Question Booklet, tear off the
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                   or questions repeated or not in serial order or any
                   other discrepancy should not be accepted and correct
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                   should be entered on this Test Booklet.                                 (iii)
4.         Each question has four alternative responses marked (A), (B),
           (C) and (D). You have to darken the circle as indicated below on        4.                      (A), (B), (C)       (D)
           the correct response against each item.
           Example : where (C) is the correct response.

                              A        B                 D                                           (C)
5.         Your responses to the items are to be indicated in the OMR
                                                                                                           A          B                  D
           Sheet given inside the Booklet only. If you mark at any place
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10.        Use only Blue/Black Ball point pen.                                     10.
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2
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JUN - 30219/II—A
                              Mathematical Science
                                           Paper II
Time Allowed : 120 Minutes]                         [Maximum Marks : 200
Note : This Paper contains One Hundred Ninety (190) multiple choice questions
       in THREE (3) sections, each question carrying TWO (2) marks. Attempt
       all questions either from Sections I & II only or from Sections I &
       III only. The OMR sheets with questions attempted from both the Sections
       viz. II & III, will not be assessed.
       Number of questions, sectionwise :
       Section I : Q. Nos. 1 to 10,         Section II : Q. Nos. 11 to 100,
       Section III : Q. Nos. 101 to 190.
                   SECTION I                         2.   Let f(x, y) = |sin x – sin y| for
                                                          x, y      R. Then :
                                           1
1.   Let for n            N, I n =    0,     ,
                                           n
                    1                                     (A) f(x, y)    |x| for all x, y
     Jn =      0,     , K n = (n,     ) and
                    n
                                                          (B) f(x, y)    |x – y| for all x, y
     Ln = [n,       ). Which of the following
     sets is non-empty ?
                                                          (C) f(x, y)    0 for x      y

                                                          (D) f(x, y)    |y| for all x, y
     (A)           In
           n   1
                                                     3.   Limsup        of      the       sequence
                                                                     3 3     4 4
                                                            2, 2,     , ,     , ........    is :
     (B)            Jn                                               2 2     3 3
           n   1

                                                          (A) 3/2

     (C)            Kn
           n   1
                                                          (B) 2

                                                          (C) 1
     (D)           Ln
           n   1                                          (D) 0

                                                 3                                          [P.T.O.
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4.   One of the values of ii is :                              7.   A coin is biased so that head is twice
                                                                    as likely to occur as a tail. If a coin
     (A) e– /2
                                                                    is tossed four times, what is the
     (B)   e–i /2                                                   probability of getting two tails and

     (C) e /2                                                       two heads ?

     (D) ei /2                                                            3
                                                                    (A)
                                                                          8
5.   Let V denote the vector space of
     n × n symmetric complex matrices,
                                                                          8
     over R. Then dim V as a vector                                 (B)
                                                                          27
     space over R is :
                                                                          1
     (A) n 2                                                        (C)
                                                                          8
            n2       n
     (B)                                                                  4
                 2                                                  (D)
                                                                          27
     (C) n2 + n
                                                               8.   Suppose A and B are mutually
     (D) n2 – n
                                                                    exclusive events having probabilities
6.   Let T : Rn               Rn be defined as                      P(A) = 0.25, P(B) = 0.35. What is
     T e1        0 , T ej        ej   1 , j = 2, ...., n            the probability that A occurs but B
     where           e1, e2, ........, en    is the                 does not ?

     standard basis of Rn. Then :
                                                                    (A) 0.1
     (A) T is non-linear
                                                                    (B) 0.25
     (B) T is idempotent
                                                                    (C) 0.4
     (C) Ker T = {0}

     (D) T is nilpotent                                             (D) 0.6

                                                           4
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9.   The graph given below shows the          10. Which of the following statements
     bounded feasible region (in shaded
                                                  is true with respect to the optimal
     portion) for the problem :
                                                  solution of an LP problem ?
     Max.   z = 2x1 + x2 – 12,

            x1, x2   0.                           (A) Every LP problem has an


                                                      optimal solution.


                                                  (B) Optimal solution of an LP


                                                      problem occurs only at an


                                                      extreme points of the convex


                                                      set of feasible solutions.


                                                  (C) If optimal solution exists, then


     The objective function attains its               there will be always at least one

     maximum when :
                                                      at the corners of the set of

     (A) x1 = 1 and x2 = 7
                                                      feasible solutions.
     (B) x1 = 3 and x2 = 4
                                                  (D) Every feasible solution is an
     (C) x1 = 3 and x2 = 3

     (D) x1 = 3 and x2 = 5                            optimal solution

                                          5                                    [P.T.O.
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                   SECTION II                         14. Consider the function :
11. Let X and Y be bounded subsets of
                                                                         x2 sin 1 / x ,    if 0    x    1
     R and let Z = X             Y. Then :                    f x
                                                                         0,                if x    0
     (A) Z need not be bounded
     (B) Sup Z = max {sup X, sup Y}                       Then :

     (C) Z need not have supremum                         (A) f is not continuous at x = 0

     (D) Z has maximum                                    (B) f     is        continuous     but       not
                                                                differentiable at x = 0
12. Let f : [0, 1]       R be continuous and
     x        1
                                                          (C) f is differentiable but not of
         f         f for all x   [0, 1]. Then :                 bounded variation
     0         x
                                                          (D) f is of bounded variation
     (A) f is strictly monotonic
                                                      15. Let A and B be two non-empty
     (B) f is constant                                    disjoint subsets of R and let
     (C) f(t) = t for all t         [0, 1]                d(A, B) = inf{|a – b| : a                     A,
     (D) f(t) = t2 for all t         [0, 1]               b     B}. Then d(A, B) > 0 if :
13. Suppose f(x) is defined on [0, 1] as                  (A) A and B are open
     follows :                                            (B) A and B are closed

                   0,      if x irrational                (C) A is closed and B is compact
      f x
             1 / q, if x rational                         (D) A or B is singleton
               p                                      16. The        number           of      Mobius
     and x =      with (p, q) = 1. Then
              q
     f is :                                               transformations which map the
                                                          real line onto the unit circle is :
     (A) Riemann integrable
                                                          (A) 0
     (B) Continuous at rational points
                                                          (B) 1
     (C) Discontinuous at irrational
             points                                       (C) 2

     (D) Discontinuous everywhere                         (D) Infinitely many

                                                  6
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17. The set {z            C : |e z| = 2019}                 21. Let G be a finite group of order 2n.
      represents :                                              Then the number of elements of
      (A) the line x = log(2019)                                order 2 in G is :
      (B) the line y = 2019                                     (A) 2r for some 1     r    n
      (C) a circle                                              (B) 2r + 1 for some 1      r    n – 1
      (D) a countable set                                       (C) n if n is even
18.   For z = x + iy, let f(z) = x2 + y2 +                      (D) n + 1 if n is odd
      2xyi. Then :                                          22. Let H be a proper subgroup of the
      (A) f is everywhere analytic
                                                                additive group (Q, +) of rational
      (B) f is nowhere analytic
                                                                numbers. Then the quotient group
      (C) f is analytic only at z = 0
                                                                Q/H must be :
      (D) f is analytic at every point on
                                                                (A) finite of even order
          the real axis and nowhere else
                                                                (B) finite of odd order
19. Let ! : [0, 1]             C be defined by
                                                                (C) finite
      !(t) = e4 it. Then :
                                                                (D) infinite
                 1        ez
                               dz                           23. Let G be a group of order 61. Then
                2 i
                      !   z3
                                                                the number of subgroups of G is :
      (A) 0
                                                                (A) 61
      (B) 1
                                                                (B) 2
      (C) 2
                                                                (C) 7
      (D) 4 i
                                                                (D) 1
                                   1                        24. Let G be the group of invertible
20. Let f(z) = cosec                       for z   1,
                               z       1
                                                                2 × 2 matrices over the field
      z    C. Then at the point z = 1,                          Z2 = {0, 1}. Then the number of
      f has :                                                   elements in G is :
      (A) no singularity                                        (A) 6
      (B) a removable singularity                               (B) 2
      (C) a pole                                                (C) 4
      (D) a non-isolated singularity                            (D) 8
                                                        7                                      [P.T.O.
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25. Which of the following is a PID ?            28. If T : R3             R2 is given by :

    (A) Z[x]                                                       x
                                                                               x   z
    (B) R(x) [y]                                                T y                    ,
                                                                               y   z
    (C) C[x, y]                                                    z

    (D) Z 30                                         then the matrix representation of

26. Let W be the           subspace of R 4           T with respect to standard bases of

    spanned by the vectors [1 2 0 0]t,               R3 and R2 is :

    [0 1 2 0]t and [1 1 –2 0]t. The                        1       0
    dimension of the quotient space                  (A)   0       1
    R4/W is :
                                                           1           1
    (A) 1
                                                           1       0       1
    (B) 2                                            (B)
                                                           0       1        1
    (C) 3
                                                           0       1        1
    (D) 4                                            (C)
                                                           1       0       1
27. Which of the functions defines
    an inner product on C 2 ? Let                           0      1
    x = [x1, x2]t, y = [y1, y2]t ?                   (D)    1          0
    (i)     x, y   x1 y2                                       1   1

    (ii)    x, y   x1 y1   x2 y2                 29. If a real matrix A has characteristic
                                                     polynomial (x – 1) (x2 + 1), then
    (iii)   x, y   x1 y1   x2 y2
                                                     which of the following statements
    (A) (ii) and (iii)                               about A is true ?

    (B) (i)                                          (A) A is diagonalizable over R
                                                     (B) A is triangulable over R
    (C) (ii)
                                                     (C) A is nilpotent
    (D) (iii)                                        (D) A is invertible
                                             8
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30. Let V, W be two complex vector                     32. The     solution       of     the     partial
    spaces and T    L(V, W). If T has
    matrix representation :                               differential equation :
                  2           1        i       3
                                                                     "2 z    "2 z
                                                                                       0
           4 i 1 i        i                                          "x 2    "y 2
    Which of the following matrices
    represents the adjoint map T* ?
                                                          is :
              2           1        i       3
    (A)
          4       i       1        i           i          (A) z      x#1 x        y     y# 2 x           y

              2           4        i                      (B) z      x#1 x        y     #2 x         y
    (B)   1       i       1        i
                                                          (C) z     #1 x      y        #2 x      y
              3               i

              2           4        i                      (D) z     #1 x      y        x# 2 x        y

    (C)   1       i       1        i
                                                       33. An nth order linear ordinary
              3                i
                                                          differential equation :
              2           1        i       3
    (D)
          4 i 1 i        i                                (A) has       exactly            n    linearly
31. A set of all surfaces of revolution
                                                                 independent solutions
    with z-axis as the axis of revolution
    is characterized by the partial
    differential equation :                               (B) has      at    most          n    linearly
            "z            "z
    (A) x             y                0                         independent solutions
            "x            "y
            "z            "z                              (C) has less than n independent
    (B) x             y                0
            "x            "y
            "z            "z                                     solutions
    (C) y             x                0
            "x            "y
                                                          (D) has      minimum             n    linearly
          "z            "z
    (D) y             x                0
          "x            "y                                       independent solutions

                                                   9                                                 [P.T.O.
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34. The solution of the differential                36. The assignment cost of assigning
    equation                                            any one operator to any one machine
                 y1 – 2xy = xy2                         is given in the following table :
    is :                                                                    Operators
                                       2                                   I II III IV
                 1            x2
    (A)              ce                                                U 10         5   13       15
                 2
                                           1                           V 3          9   18       3
                 1            x2                          Machines
    (B)              ce                                                W 10         7    3       2
                 2
                                       1                               X 5       11      9       7
                 1           x2
    (C)              ce                                 The optimal assignment is :
                 2
                                                        (A) U     II, V      III, W     I, X     IV
                                   2
                 1            2
    (D)              ce x                               (B) U     II, V      IV, W      III, X        I
                 2
                                                        (C) U     III, V     IV, W      II, X         I
35. Let D be the rectangle :
                                                        (D) U     IV, V      II, W      III, X        I
                         2
          x, y       R       | x| 1,| y| 1          37. Consider the following LP problem :
                                                        Max. : Z = x1 + x2/2
    and h and g are functions defined
    on D given by :                                     Subject to the constraints :

           h(x, y) = xy2 and                                    3x1 + 2x2       12

           g(x, y) = y2/3.                                             5x1 = 10

    Then :                                                        x1 + x2       8
    (A) Only h satisfies Lipschitz                               –x1 + x2       4 and
           condition on D                                           x1, x2      0.
    (B) Only g satisfies Lipschitz                      Then the LP problem has :
           condition on D                               (A) Feasible solution
    (C) Both h and g satisfy Lipschitz                  (B) No feasible solution
           condition on D                               (C) Degenerate feasible solution
    (D) Neither h nor g satisfies                       (D) Non-degenerate              feasible
           Lipschitz condition on D                         solution

                                               10
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38. Let the primal maximization LP              40. If the dual problem has an
    problem has m constraints and n                  unbounded solution, then primal
    non-negative variables. Then                     has :
    consider the following two
    statements about it :                            (A) No feasible solution
    (I) The dual have n constraints and              (B) Unbounded solution
         m non-negative variables.
    (II) The dual is a minimization                  (C) Feasible solution
         problem.                                    (D) None of the above
    Which of the following is true ?
                                                41. L et f : [a, b]        R be a continuous
    (A) Only (I) is true
    (B) Only (II) is true                            function. Then which of the
    (C) Both are true                                following statements is not true for
    (D) Neither (I) nor (II) is true                 the image set of f, Im f ?
39. Consider the LP problem :
                                                     (A) Im f is unbounded
    Max. : Z = 4x1 + 2x2
    Subject to the constraints :                     (B) Im f has maximum
             –x1 – x2   –3,                          (C) Im f is an interval
             –x1 + x2   –2 and
                x1, x2  0.                           (D) Im f has minimum
    Then the dual of the above LP               42. The function f : R2             R2 defined
    problem is :                                     by f(x, y) = (2xy, x2 – y2) is one-one
    Min. : W = py1 + qy2
                                                     on the set :
    Subject to the constraints :
            ry1 + sy2   4                            (A)     x, y     R2 y     0
             –y1 – y2   2
                y1, y2  0,                                   x, y     R 2 x2       y2   1
                                                     (B)
    where the values of p, q, r, s are :
    (A) p = 3, q = –2, r = –1, s = –1                                       1                  1
                                                     (C)     x, y     R2      x 1,| y|
    (B) p = –3, q = –2, r = 1, s = –1                                       2                  4
    (C) p = 3, q = –2, r = 1, s = –1
    (D) p = –3, q = 2, r = –1, s = 1                 (D) R2

                                           11                                               [P.T.O.
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43. Let f : R3        R2 be defined by the           45. Which of the following is not
    equation f(x, y, z) = (xy, y + z)                    possible for an analytic function
    and g : R2            R2 be defined as               f on D = {z : |z| < 1} ?
    g(x, y) = (x + y, y). Then the                       (A) f(D) = {z : |z|          1}
    derivative D(g o f) (0, 0, 0) =
                                                         (B) f(D) = D
           0    1     1                                                           1
    (A)                                                  (C) f(D) =     z :| z|
           1    1     1                                                           2

                                                         (D) f(D) % R
           0    1
                                                     46. Let f(z) and g(z) be two non-constant
    (B)    1    1
                                                         analytic functions on a region G.
           1    1                                        Then which of the following is
                                                         possible ?
           0    1     1
    (C)                                                  (A) f    g is analytic
           0    1     1
                                                         (B) f    g is analytic
           1    0     1                                  (C) f     g is analytic
    (D)
           1    0     1
                                                         (D) fg & 0

44. Let f : C       C be a bijective analytic        47. Let p be a prime number and Fp
                                                         be a finite field with p elements.
    function. Then :
                                                         Then the unit group Fpx = Fp \{0}
    (A) f must be a linear polynomial                    of Fp is simple if and only if :

    (B) f $(z) = 0 for some z                            (A) p = 2

                                                         (B) p = 3
    (C) f –1(z) may not be continuous
                                                         (C) p     5
    (D) f –1(z) is continuous but may                    (D) p is of the form 2n + 1 for some

          not be analytic                                     n    2.

                                                12
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48. Let      x    be   the   image     of    X         51. Let L be a countable subset of R and
    in           the     quotient          ring            M be a Lebesgue measurable subset
    A := R X, Y         X 2 + Y 2 – 1 . Then               of R with m(M) > 0. If N = L        M
                                                           and O = (L          M)\(L ( M), then :
    the element x is :
    (A) not irreducible in A                               (A) m(M) = m(N) = m(O)
    (B) irreducible, but not prime in A                    (B) m(M) < m(N) = m(O)
    (C) prime in A
                                                           (C) m(M) = m(N) < m(O)
    (D) a unit in A
                                                           (D) m(M) < m(N) < m(O)
49. The quadratic form associated to
                     C
    the trace form TrR : C × C              R,         52. Let X be a metric space and Y ) X :

    (x, y)        Tr('XY), where 'XY : C     C             (A) If Y is dense in X, then X\Y is
    is the R-linear map defined by                              nowhere dense in X
    'XY(z) = xyz, is :
                                                           (B) If Y is nowhere in X, then X\Y
    (A)   X2                                                    is dense in X
    (B)   Y2
                                                           (C) If Y is dense in X, then
    (C) X2 + Y2
                                                                Int(Y)     #
    (D)   X2 – Y2
                                                           (D) If Y is dense in X, then
50. With the induced topology by the
                                                                Int(X\Y)        #
    metric d(x, y) = |x – y|,
    (A) R and Q are of second category                 53. There is a non-abelian group of
    (B) R is of second category and Q                      order :
          is not                                           (A) 49
    (C) Q is of second category and R
                                                           (B) 41
          is not
    (D) Both R and Q are not of second                     (C) 15

          category                                         (D) 12

                                                  13                                       [P.T.O.
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54. The group Z72 is the direct product                                                     1
                                                                     1                1    3n
                                               56. Let a        n ! 2n   and bn                 .
    of groups as :                                      n                             n2

    (A) Z2 × Z2 × Z2 × Z3 × Z3                     Then the sequences :

    (B) Z36 × Z36
                                                   (A)   an n , bn n      l
    (C) Z9 × Z8
                                                   (B)   an n     l and bn n * l
    (D) Z2 × Z36
                                                   (C)   an n * l and bn n        l
55. Let p be a prime number and n, m

    natural numbers with m divides n.              (D)   an n * l and bn n * l
    Then the finite extension Fpn/Fpm
                                               57. For any sequence (+ n ) of real
    of finite fields is a :
                                                   numbers, define T(+n) : l2             l2 by
    (A) Galois extension with abelian

        but non-cyclic Galois group of             T(+n) (ek) = +kek). The number of
              n
        order                                      unitary operators of the form T(+n)
              m
    (B) Galois extension with cyclic
                                                   on l2 is :
                              n
        Galois group of order
                              m
                                                   (A) finite, but more than 1
    (C) Galois extension with abelian

        but non-cyclic Galois group of             (B) countably infinite

        order nm
                                                   (C) uncountably many
    (D) Galois extension with cyclic

        Galois group of order nm                   (D) zero

                                          14
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58. Let                                                60. Let

                                          1                X = {(x, y)   R2 : 0   |x| = |y|    1}
    V      f     C 0, 1 : f t     0,t
                                          2
                                                           Y = {(x, y)   R2 : |x| + |y| = 1} and
    and
                                                           Z = {(x, y)   R2 : x2 + y2 = 1}
                                        1
    W        f   C 0, 1 : f t      0,t-   .
                                        2                  be subspaces of the Euclidean space
    If C[0, 1] is assigned the inner                       R2. Then :
    product
                                                           (A) X is homeomorphic to Y and Z
                      1
          f, g            f t g t dt,                      (B) X is homeomorphic to Y, but
                      0
                                                                 not Z
    then :
                                                           (C) Y is homeomorphic to Z, but
    (A) C[0, 1] is the orthogonal direct
                                                                 not X
          sum of V and W
    (B) C[0, 1] is the direct sum of V                     (D) Z is homeomorphic to X, but
          and W, but not the orthogonal                          not Y
          direct sum
                                                       61. Let X be a second countable space
    (C) C[0, 1] is a sum of V and W,
                                                           and f : X      Y be continuous open
          but not a direct sum
                                                           surjective map. Then :
    (D) C[0, 1] is not the sum of V
          and W                                            (A) Y is second countable

59. Let . be the topology generated by                     (B) Y is separable, but not second
    {(a, ) : a       R} on R. In this topology,                  countable
    the closure of {0} in R is :
                                                           (C) Y is first countable but not
    (A) {0}
                                                                 separable
    (B) (– , 0]
    (C) [0,      )                                         (D) Y is separable, but not first
    (D) R                                                        countable

                                                  15                                         [P.T.O.
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62. Consider the following statements :        65. Let u(r, /) be a harmonic function
    (I) Every bounded lattice is                   in the disc
        complete.
                                                   D = {(r, /)/0      r < R, –   < /   }
    (II) Every Boolean lattice is a
         distributive lattice.                     such that u is continuous in closed
    (III) Every complete lattice is                disc D and satisfies :
          bounded.
                                                   u(R, /) = cos, |/|       /3
    Then which of the following is
    true ?                                                     = 0,   /3 < |/|     .
    (A) Only (III) is true
                                                   The mean value theorem gives the
    (B) Only (II) and (III) are true
                                                   value of u(0, 0) as :
    (C) Only (II) is true
                                                   (A)     3 2
    (D) All are true
63. Let G be a simple graph with                   (B) 0
    degree of every vertex an even
    number    2. Then G is :                       (C)     3

    (A) bipartite
                                                          1
                                                   (D)
    (B) disjoint union of cycles                          2
    (C) Hamiltonian
                                               66. The equation
    (D) Without a cut vertex
                                                          30u + 4uxy – u2 = 1
64. Two boys and two girls are lined up
    randomly in a row. What is the                 is :
    probability that the girls and boys
    alternate ?                                    (A) Linear

    (A) 2/3                                        (B) Hyperbolic
    (B) 1/2
                                                   (C) Parabolic
    (C) 1/3
    (D) 3/4                                        (D) Elliptic

                                          16
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67. Let u1, u2 be two solutions of the        71. If a system of n particles with k
    Cauchy problem :
                                                     non-holonomic constraints has r
    utt – uxx   = x + t2                             degrees of freedom, then :
    u(x, 0) = cos x, ut(x, 0) = 3                    (A) r = 3n – k
    Then the solutions u 1 and u 2                   (B) r = n – k
    satisfy :
                                                     (C) r > 3n – k
    (A) u1 & 2u2
                                                     (D) r < 3n – k
    (B) u1 + u2 & 0
                                              72. The Lagrangian of a particle of mass
    (C) u1 – u2 & 0
                                                     m in spherical polar co-ordinates is
    (D) u1u2 = 1                                     given by :
68. Square of any integer is of the                    1
    form :                                       L       m r2    r 2/2     r 2 sin 2 / #2   mgl cos /
                                                       2
    (A) 3k or 3k – 1                                 The quantity that is conserved is :
    (B) 4k or 4k – 1                                        "L
                                                     (A)
    (C) 5k or 5k + 1                                        "r
    (D) 3k or 3k – 2                                        "L
                                                     (B)
69. The last two digits of 3123 are :                       "/

    (A) 47                                                  "L
                                                     (C)
                                                            "#
    (B) 67
    (C) 27                                                  "L
                                                     (D)
                                                            "r
    (D) 87
                                              73. If the Hamiltonian of the dynamical
70. Which of the following natural
                                                     system is given by H = pq, then
    numbers cannot be written as a sum
    of 2 squares ?                                   as t        .
    (A) 405                                          (A) q           , p       0

    (B) 1111                                         (B) q       0, p         0

    (C) 117                                          (C) q           , p

    (D) 164                                          (D) q       0, p

                                         17                                                  [P.T.O.
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74. Euler’s equation of motion for a rigid        77. The velocity components for two-
    body about a fixed point in the                   dimensional flow are given by
    absence of any net torque and
                                                      u = y2 – x2, v = 2xy. The stream
    Ixx = Iyy imply that the z-component
                                                      function 4 and the velocity potential
    of the angular velocity :
                                                      # of the flow are :
    (A) satisfies simple harmonic
         motion                                                         x3       y3
                                                      (A)   # = xy2 +      , 4 =    + x2y
    (B) is constant                                                     3        3
    (C) is always zero
                                                                y3                  x3
    (D) is a function of time                         (B) # =      – x2y, 4 = xy2 –
                                                                3                   3
75. If q denotes velocity field of an
    incompressible fluid in motion,                             x3                  y3
                                                      (C) # =      – xy2, 4 = x2y –
    then the mass conservation will                             3                   3
    not imply :                                               y3                 x3
    (A) 1q 0                                          (D) # =    + x y, 4 = xy +
                                                                    2         2
                                                              3                  3
           "2                                     78. In two-dimensional fluid flow
     (B)         1q       0
           "t                                         consider a doublet of strength 5
           "2                                         placed at z = z0 and inclination +
     (C)         1 2q          0
           "t                                         to the positive x-axis. The image of
     (D) 1 3 q        0                               this doublet in a straight line is :
76. If the velocity components of a                   (A) a doublet of strength 5 placed
                                                           at z = –z0 and inclination + to
     possible fluid motion are u = 2cxy,
                                                           the positive x-axis.
     v = c(a2 + x2 – y2) where a, c are
                                                      (B) a doublet of strength 5 placed
     non-zero constants, then the stream
                                                          at z = – z0 and inclination
     function # is :                                       6 6 + to the positive x-axis.
     (A) –cx2y                                        (C) a doublet of strength 5 placed
                                                          at z = –z 0 and inclination
                2          2       y3
     (B)    c x y         a y                              6 6 + to the positive x-axis.
                                   3
                                                      (D) a doublet of strength 5 placed
     (C) 2cxy                                             at z = – z0 and inclination + to
     (D) c(a2 + x2 – y2)                                  the positive x-axis.
                                             18
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79. Let the first and second fundamental
                                                         81. The     Gaussian             curvature     of
    form of a surface patch are
    Edu 2 + 2Fdudv + Gdv 2 and                              the       hyperbolic              paraboloid
    Ldu 2     +   2Mdudv            +       Ndv 2            x2     y2
                                                                             z    0 is :
    respectively. Then the Gaussian                          2      3

    curvature of the patch is :                             (A) always < 0

              E   F                                         (B) always > 0
    (A) det
              F   G
                                                            (C) always 0
              L   M
    (B) det                                                 (D) positive at some points and
              M    N
                                                                   negative at some points
              E   F             L       M
    (C) det            · det
              F   G            M        N                82. The     variational            problem     of

                                                            extremizing the functional
              L   M             E       F
    (D) det               det                                            2z
              M    N            F       G                   I[y(x)] =            y$ 2     y2 dx , y(0) = 1,
                                                                         0
80. Let v be a unit speed smooth curve                      y(2z) = 1
    in R3 with tangent t , normal n ,
    binormal b . Then :                                     has :

    (A) t $ is orthogonal to t and b                        (A) a unique solution

    (B) t $ is orthogonal to b and n
                                                            (B) exactly two solutions
    (C) t $ is orthogonal to t and n
                                                            (C) an infinitely many solutions
    (D) t $ is not orthogonal to any of
         t or n or b                                        (D) no solution

                                                    19                                             [P.T.O.
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83. Any     function          that   gives   an          86. Consider the following statements :
    extremum of the functional                               (I) Every initial value problem can
          zx2   z2y   2 zf x, y dx dy                               be reduced to a Fredholm
    D                                                               integral equation.
    must satisfy :                                           (II) Every boundary value problem
    (A) Laplace equation                                            can be reduced to a Volterra
    (B) Heat equation                                               integral equation.
    (C) Wave equation                                        Then :
    (D) Poisson equation
                                                             (A) Only (I) is correct
84. The curve which extremizes the
                                                             (B) Only (II) is correct
    functional
                                                             (C) Both (I) and (II) are correct
                 /4
    I[y(x)] =         y$$ 2     y2   x2 dx                   (D) Both (I) and (II) are wrong
                 0
                                                         87. Iterated kernel K m (t, s) of the
    under the conditions y(0) = 0,
                                                             integral equation
                                        1
    y$(0) = 1, y( /4) = y$( /4) =            is :                                        t
                                         2
                                                                u t      1           '       et   s
                                                                                                      u s ds
    (A) y(x) = 1 – cos x                                                                 0

    (B) y(x) = tan x                                         is :
    (C) y(x) = cos x                                                             m       1
                                                                     t       s
    (D) y(x) = sin x                                         (A)
                                                                         m       1!
85. The shortest arc connecting two
    points on the surface of a sphere is                             et s
                                                             (B)
    called :                                                         m 1!
    (A) a great circle arc
                                                                                 m       1
                                                                     t       s
    (B) a catenary                                           (C)                             et   s
                                                                         m       1!
    (C) a catenoid of revolution
    (D) a cycloid                                            (D) (t – s)et – s

                                                    20
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88. Solution of the integral equation                     91. For a given initial value problem
                              t
                                                                  y$ = 1 + xy, y(0) = 2,
     u t       a sin t    2       cos t   s u s ds            the value of y(0.1) by Euler’s method
                              0                               with n = 0.1 is :
    is :                                                      (A) 2.1
    (A) u(t) = a sin t                                        (B) 2.0
    (B) u(t) = a cos t                                        (C) 2.2
    (C) u(t) = ate–t                                          (D) 2.4
    (D) u(t) = at2e–t                                     92. Let L{f(t)} = F(s) and u(t – a) be
                                                              a unit step function. Then
89. Which of the following is not
                                                              L{f(t – a) u(t – a)} is :
    correct ?
                                                              (A) e–as F(s)
    (A)    0      1      01
                                                                     e as
    (B)    1     0 1         1     1                          (B)         F(s)
                                                                       s
          2              1 2                                  (C) eas F(s)
    (C) 5         1        7
                         4
                 1            1
                                                                     eas
                                                              (D)        F(s)
    (D) 7       E2       E    2                                       s
90. The first approximation of the root                   93. Fourier sine transform of
    lying between 0 and 1 of the
                                                                            e at
    equation                                                         f(t) =      , a > 0
                                                                              t
            x3 + 3x – 1 = 0
    by Newton-Raphson method with                             is :
    initial approximation x0 = 0, is :                                2               s
                                                              (A)         tan 1
           1                                                                          a
    (A)
           2
                                                                      2               s
        1                                                     (B)         sin 1
    (B)                                                                               a
        3
                                                                      2           s
        1                                                     (C)         tan
    (C)                                                                           a
        4
        1                                                             2         s
    (D)                                                       (D)         sin
        5                                                                       a
                                                     21                                             [P.T.O.
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94. Suppose that the function y(t)                                                        96. The number of non-isomorphic
    satisfies the differential equation :
           y$$ – 4y$ + 4y = 0                                                                 modular lattices on 5 elements is :
    with initial condition y(0) = 0,                                                          (A) 3
    y$(0) = 3. Then the Laplace transform                                                     (B) 4
    of y(t) is :
                                                                                              (C) 5
              3
    (A)          2                                                                            (D) 2
           s 2
                                                                                          97. Consider the following statements :
                         3                                                                    (I) Every distributive lattice
    (B)                          2
                 s           2                                                                     is     complemented            and
                     3.5                                                                           complementation is unique.
    (C)                          2
                 s           2                                                                (II) Every      modular        lattice
                     3.5                                                                           is     complemented            and
    (D)                          2                                                                 complementation is unique
         s 2
95. Consider the transportation problem                                                       Then which of the following is
                                     m         n                                              true ?
    Min. z =                         8 8 cij xij                                              (A) (I) is true but (II) is not true
                                 i       1 j       1                                          (B) (II) is true but (I) is not true
    Subject to :
         n
                                                                                              (C) Neither (I) is true nor (II) is true
         8 xij               ai , i = 1, 2, ....., m,                                         (D) Both statements are true
     j       1                                                                            98. Let (R, M, 5) be a Lebesgue measure
         m                                                                                    space. Define :
         8 xij               b j , j = 1, 2, ....., n and xij 0
     i       1                                                                                          ' A       sin x d5
    The existence of a feasible solution                                                                      A
    of the transportation problem is
    possible :                                                                                 Which of the following statements
                         m                     n                                               is true ?
    (I) if               8 ai              8 bj                                                (A) ' defines a measure on R
                     i       1             j       1
                                                       m                n                      (B) ' defines a signed measure on
    (II) if and only if                                8       ai   8           bj
                                                                                                    R
                                                   i       1        j       1
    Then which of the following is                                                             (C) ' does not define a signed
    true ?
    (A) Only (I) is true                                                                            measure
    (B) Only (II) is true                                                                      (D) ' defines a signed measure on
    (C) Both are true
    (D) None of them is true                                                                        R but not a measure
                                                                                     22
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99. Let (R, M, 5) denote the real line                          SECTION III
    with Lebesgue measure 5. Define
                                                   101. The 90m sample percentile of 80
    !1 A          f x dx where :
              A                                        observations is 6. Suppose 6 is added
    f(x) = e–x      for x > 1
                                                       to the 7 largest observations and
        = 0         otherwise
                                                       3 is subtracted from the remaining
    and !2 A             g x dx where
                    A                                  observations. The 90 m sample
    g(x) = e–1      for 0     x    1                   percentile of the modified 80
        = 0         otherwise
                                                       observations is :
    Then :
    (A) The measure !1 is absolutely
                                                       (A) 12
        continuous with respect to !2
    (B) The measure !2 is absolutely                   (B) 3
        continuous with respect to !1
    (C) !1 and !2 are mutually singular                (C) 6

        measures
                                                       (D) 9
    (D) 5 is absolutely continuous with
        respect to both !1 and !2                  102. For two random variables x and y
100. Consider      the     following    two
                                                       covariance between 2x and y,
    statements           for a    Lebesgue
    measurable function f : [0, 1]       R.            cov(2x, y) = 4. Hence, cov(5x – 2,
    (P) f is Lebesgue integrable.                      2y – 5) is :
    (Q) |f| is Lebesgue integrable.
    Then which of the following is                     (A) 40
    true ?
                                                       (B) 0
    (A) (P) 9 (Q)
    (B) (Q) 9 (P)                                      (C) 10
    (C) (P) : (Q)
    (D) (P) 9 (Q) and (Q) 9 (P)                        (D) 20

                                              23                                    [P.T.O.
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103. Let x and y be two independent             106. Let X 1 , X 2 , X 3 be independent
     normal random variables with mean
                                                    identically distributed random
     51 and 52 respectively and common
     variance ;2. For 0 < + < 1 if the              variables with probability mass
     100+th quantile of x is larger than            function given below :
     100+th quantile of y, then :
                                                           k           1      0        1      2
    (A) 51 = 52
                                                        P X    k     0.2     0.3       0.1    0.4
    (B) 51 > 52
    (C) 51 < 52                                     Then P[X1 + X2 = 0/X2 = 1, X3 = 2]
    (D) Nothing can be said about the               is :
        relationship between 51 and 52              (A) 0.11
104. If P(A|B) = P(B), then :                       (B) 0.13
    (A) P(B|A) = P(A)                               (C) 0.2
    (B) A and B are independent events              (D) 0.3
    (C) P2(A)       P(B)                        107. Let M V (t) denote the mgf of a
    (D) P2(B)       P(A)                            random variable V.

105. The probability mass function of a             Suppose        X       and     Y    are    two
     random variable X is given by :                independent r.v.s. whose mgf exists.
                                                    Let Z = X + Y and W = XY. Then
            k          0    1     2   3             which of the following is true for all
        P X     k     0.2   0.1   p   q             t      (–h, h) for some h > 0.
                                                    (A) M Z (t) = M X (t) M Y (t) and
    where p     0 and q      0.
                                                           MW(t) =         MY(tx) fX(x) dx
    Which of the following is feasible ?            (B) M Z (t) = M X (t) M Y (t) and
    (A) E[X] = 1.2                                         MW(t) = MX(t) + MY(t)
                                                    (C) M Z (t) = M X (t) + M Y (t) and
    (B) E[X] = 2.1
                                                           MW(t) = MX(t) MY(t)
    (C) E[X] = 2.8
                                                    (D) MZ(t) =            MY(t + x) fX(x) dx
    (D) E[X] = 3.4                                         and MW(t) = MX(t) MY(t)

                                           24
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108. Let X, Y be two random variables            110. The pth quantile of a standard
                                                     normal random variable is <p. Then,
    such that E[Y/X = x] = x2 and X is
                                                     the pth quantile of a chi-square
    standard normal r.v. Then which of               random variable with 1 degree of
                                                     freedom is :
    the following is false ?
                                                     (A) <2p
    (A) E[Y] = 1
                                                     (B) <12 p
    (B) cov(X, Y) = 0                                     2
                                                     (C) <(1     p)/2

    (C) Corr(X, Y) > 0                               (D) 2<
                                                 111. Suppose (X, Y) is a two-dimensional
    (D)   E[X2Y] = 3                                 random vector with range (0,              ) ×
                                                     {1, 2}, such that for any A ) (0,           )
109. Suppose X1, X2, X3 are independent
                                                     and y = 1, 2,
    and identically distributed random
                                                                           1
                                                     P X       A, Y = y            ye yx dx.
    variables each having exponential                                      2
                                                                               A

    distribution with mean /. Suppose                Then, which of the following
                                                     statements is false ?
    Y1, Y2, Y3 is the corresponding order            (A) The distribution of (X, Y) is
                                                          neither discrete nor absolutely
    statistics. Then, E(Y1) is :
                                                          continuous.
                                                     (B) The marginal distribution
          5/
    (A)                                                   function of X is F(x) = 1 –
          6
                                                          (1/2) [e–x + 2e–2x], 0 < x < .
          /                                          (C) The random variable X is
    (B)
          6                                               having an absolutely continuous
                                                          distribution with density
          /
    (C)                                                   function (1/2) [e–x + 2e–2x].
          3
                                                     (D) The marginal distribution of Y
    (D) /                                                 is P(Y = y) = 1/2, y = 1, 2.

                                            25                                           [P.T.O.
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112. Suppose a random vector X has               114. Let T1 be a 100 · +% lower confidence
                                                      limit for / and T2 be a 100 · +%
    normal distribution with mean
                                                      upper confidence limit for /. Let
    vector 5 and dispersion matrix V.
                                                                             1
                                                      P[T1 < T2] = 1 and       < + < 1. Then
    Then which of the following has a                                        2

    chi-square distribution ?                         a 100(2+ – 1)% confidence limit for
                                                      / is :
    (A) (X – 5)$ V(X – 5)
                                                      (A) [T1, T2)
    (B) (X – 5)$ V–1(X – 5)                                    T1 T2
                                                      (B)        ,
                                                               + +
    (C) exp{(X – 5)$ V(X – 5)}
                                                               T2 T1
    (D) exp{(X – 5)$ V–1(X – 5)}                      (C)        ,
                                                               + +
113. Let X1, X2, ......., Xn be a random              (D) [(2+ – 1)T1, +T2]
    sample from N(/, 1) where / ) [a, b]         115. Suppose X has a distribution with
    and a < b are real numbers.                       probability mass function that of
                                                      discrete uniform on {–1, 0, 1} under
    Then which of the following
                                                      H0 and U(–1, 1) under H1. Then the
    statements about the Maximum
                                                      test function
    Likelihood Estimator (MLE) of / is
                                                                       1    if x   0
    correct ?                                                  # x
                                                                       0    if x   0
    (A) MLE of / does not exist.
                                                      has size :
    (B) MLE of / is X .                               (A) Not properly defined since H0
                                                            is discrete and H1 is continuous
    (C) MLE of / exists but it is not X .
                                                      (B) 1/3
    (D) MLE of / is an unbiased
                                                      (C) 0
         estimator of /.
                                                      (D) 1/2
                                            26
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116. Which of the following theorems is                    118. Suppose {X1, X2, ......., Xn} is a random
                                                                sample from the distribution of X
    useful for obtaining uniformly
                                                                with mean 5 and variance ;2. The
    minimum            variance      unbiased
                                                                test statistic to test H0 : ; 2         ;02
    estimator of a parametric function ?
                                                                against H1 : ; 2 - ;02 is given by
    (A) Neyman-Pearson theorem
                                                                                       2
                                                                        = Xi       X
    (B) Basu’s theorem                                          Tn =                       . Then the null
                                                                             ;02
    (C) Rao-Blackwell theorem                                   distribution of Tn is :
                                                                (A) > 2n 1 if X              has   normal
    (D) R a o - B l a c k w e l l - L e h m a n n -
                                                                    distribution
          Scheffe theorem                                       (B) > 2n 1 irrespective of distri-

117. Let X1, X2, ......., Xn be a random                            bution of X
                                                                (C) t distribution with (n – 1)
    sample from uniform (/, 5/). Define
                                                                     degrees of freedom
    X(1) = min{X1, ......., Xn} and X(n) =                      (D) F distribution if X has normal
    max{X1, X2, ......., Xn}. Maximum                                distribution

    likelihood estimator of / is :                         119. X is a normal (5, ;2) random variable
                                                                and a 95% confidence interval for 5
          X1                                                    is constructed based on a sample of
    (A)
            5                                                   size n. Suppose the length of the

          Xn                                                    interval is L1. If instead the variance
    (B)                                                         of X is ;12 - ; 2 the length of the 95%
            5
                                                                confidence interval constructed
                 Xn                                             using the same technique will be :
    (C) max             ,X1
                   5                                            (A) equal to L1
                                                                (B) smaller than L1
                 Xn                                             (C) larger than L1
    (D) min            ,X1
                   5                                            (D) larger or smaller than L1
                                                      27                                            [P.T.O.
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120. Suppose    R 1.23   is   a   multiple        122. (Xi, Yi) i = 1, ......, 9 is a random
    correlation coefficient between X1                 sample from bivariate population
    and (X2, X3). Then which of the                    where all Xi’s are distinct and all Yi’s
    following statements cannot be                     are distinct i = 1, ......, 9. If the
    true ?                                             number of concordance pairs is 9,

    (A) R1.23 is a maximum correlation                 the Kendall’s sample correlation

         between X1 and (aX2 + a3X3)                   coefficient is :

         where a1 and a2 are any real                  (A) –1/4

         numbers.                                      (B) –1/2
                                                       (C) +1/2
    (B) R1.23 is a simple correlation
                                                       (D) +1/4
         between X1 and X̂ 1 , where X̂1
                                                  123. The following failure rates have
         is a line of best fit based on X2
                                                       been observed for certain type of
         and X3.
                                                       light bulbs :
    (C) R1.23 = –0.4
                                                         Week           1      2      3      4     5
    (D) R1.23 = 0.4                                 Probabilities of
                                                    failing by the     0.10   0.25   0.50   0.80   1
121. A frequency data is classified in 9            end of week
    classes and Gamma distribution is
    fitted to it after estimating the                  If the cost of failure replacement is

    parameters. If a >2 goodness of fit                Rs. 20 per bulb and the cost of group

    test is to be used without combining               replacement is Rs. 500, what is the

    the classes, the degrees of freedom                optimal replacement interval ?

    associated with >2 test are :                      (Assume that the group has 1000
                                                       bulbs.)
    (A) 9
                                                       (A) One week
    (B) 8
                                                       (B) Two weeks
    (C) 7                                              (C) Three weeks
    (D) 6                                              (D) Four weeks
                                             28
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124. The Economic Order Quantity                  126. Consider a finite population of

    (EOQ), primarily :                                N = 2n units. A sample of size 2 is

    (A) minimizes the set-up cost                     drawn as follows :


    (B) reduces shortages                             (i)   The population is randomly

                                                            divided into 2 groups each of
    (C) balances carrying and ordering
                                                            size n.
        costs
                                                      (ii) From each of the two groups
    (D) All of the above
                                                            as obtained above, one unit is
125. Consider the two M/M/1 queuing
                                                            drawn with probability 1/n.
    systems Q1 and Q2, where :
                                                      These two units form the sample.
    Q 1 : arrival rate ', service rate 5
                                                      Then, the correct statement is :
    Q2 : arrival rate '2, service rate 52.
                                                      (A) The sample is a stratified
    It is known that ' < 5. Let L(si) be                    sample with two strata.
    the number of customers in the
                                                      (B) The sample mean is not an
    system in the equilibrium state,
                                                            unbiased estimator of the
    i = 1, 2. Then :
                                                            population mean.
    (A) L(1)
          s     L(2)
                  s
                                                      (C) The sample is a SRSWOR of
    (B) L(1)
          s     L(2)
                  s                                         size 2.

    (C) L(1)   (2)
          s - Ls                                      (D) The sample is not randomly

    (D) The two cannot be compared                          obtained.

                                             29                                    [P.T.O.
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127. Consider the following sampling               129. Under completely randomized
                                                        design with model :
    designs : a stratified sample scheme
    with SRSWOR within each stratum                    Eyij = 5 + +i +                ij   i   1, ......, p
    and a SRSWOR. Both have the                                                            j   1, ......, ni

                                                                                      ij ~ N(0, ; ) and
    same sample size. We are interested                                                          2

    in estimating the population mean.                 independently                  distributed,             a
             2           2
    Let     Vprop   and VSRS    be the                                                                p

    corresponding variances of the usual
                                                       parametric function c5                         8 di+i
                                                                                                  i       1
    estimators of the population mean.
                                                       where c and d1, ......., dp are known
    Then,                                              constants is estimable if and only if :
         2       2                                     (A) c = 0
    (A) Vprop < VSRS
                                                                 p
         2       2
    (B) Vprop = VSRS                                   (B)       8 di         0, c > 0
         2       2                                           i       1
    (C) Vprop > VSRS
                                                                             p
    (D)    2
          Vprop      2
                    VSRS                               (C) c = 0,            8 di - 0
                                                                         i       1
128. A completely randomized design has                          p
    n plots and 10 treatments. While                   (D)       8 di         c
    calculating the F-ratio for assessing                    i       1

    equality of treatment effects, the             130. Under a Latin-Square design with
                                                        V treatments, which of the following
    experimenter forgot to divide the                   statements is not correct ?
    numerator and denominator sums of                   (A) It can accommodate three
    squares by corresponding degrees of                      sources of heterogeneity
    freedom. But the statistician said                  (B) It requires exactly V 3
                                                             experimental units
    that the calculated F-ratio is correct.
                                                        (C) The elementary (pairwise)
    Hence n is equal to :                                    contrasts among column effects,
                                                             among row effects and among
    (A) 10                                                   treatment effects are all
                                                             estimated with common
    (B) 20
                                                             variance
    (C) 30                                              (D) The degrees of freedom
                                                             associated with error are equal
    (D) 19                                                   to (V – 2) (V – 1)
                                              30
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131. Let F be a ;-field of subsets of ?.              132. Let (?, F, 5) be a measure space


                                                          and let fn : ?               R , be a sequence
    Let 5 be a non-negative, finitely


                                                          of extended Borel measurable
    additive set function on F.

                                                          functions. Suppose |f n |                        100,
    Suppose {An} is a sequence of disjoint

                                                          , n = 1, 2, ......., and lim fn                 f a.e.
                                                                                         n
    sets such that               An       F.
                         n   1
                                                          5. Then, which of the following

    Then which of the following
                                                          statements is false ?

    statements is always correct ?
                                                          (A)       | f | d5          lim inf         | fn | d5
                                                                ?                        n

    (A)   8       5 An       5            An
          n   1                  n    1
                                                          (B)   lim       | fn | d5              | f | d5
                                                                n

    (B)   8 5 An             5            An
          n   1                  n    1
                                                          (C)       lim sup| fn | d5                  | f | d5
                                                                      n

    (C)   8 5 A nc           5            A nc                                n
          n   1                  n    1
                                                          (D)   lim
                                                                n
                                                                          8 | fk | d5
                                                                          k       1

    (D)   8 5 An             5            An
                                                                                                8 | fk |d5
          n   1                  n    1
                                                                                             k    1

                                                 31                                                     [P.T.O.
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133. Let ? = {1, 2, ........} the set of positive
                                                         135. Let {Xn, n          1} be a sequence of
     integers and F = {#, {1}, {2}, {1, 2},
     {1}c, {2}c, {1, 2}c, ?},
                                                             independent identically distributed
     where Ac denotes the complement of
     the set A. Let R = (– , ) and B                         random variables with finite (non-
     the Borel ;-field of R.
     Which of the following functions f                      zero) fourth moment.
     from (?, F) to (R, B) is measurable ?
     (A) f(k) = k, k = 1, 2, .....                           Let Yn =       X12     .........   X 2n   n
     (B) f(1) = 1, f(2) = 2, f(3) = 1,
         f(k) = 0, k   4
                                                             Which of the following is true ?
     (C) f(k) = 1 if k is odd and
         f(k) = 2 if k is even
                                                             As n       ,     n Yn          E X 12     .
     (D) f(1) = 2, f(2) = 3, f(k) = 10,
         k     3
                                                             (A) Converges in distribution to a
134. Let {X n , n    1} be a sequence
     of    independent  identically
                                                                 chi-square r.v. with 1 degree of
     distributed random variables.
     Define Wn = cos X 2n .                                      freedom.
     Then which of the following is
     always true ?                                           (B) Converges in distribution to a
     (A) Both the sequences {Xn} and
           {Wn} satisfy the strong law of                        standard normal r.v.
           large numbers.
     (B) The sequence {Xn} satisfies the                     (C) Converges in distribution to a
           strong law of large numbers.
     (C) Neither the sequence {Xn} nor                           normal r.v.
           {Wn} satisfy the strong law of
           large numbers.                                    (D) Converges to a r.v. degenerate
     (D) The sequence {Wn} satisfies the
                                                                 at zero.
           strong law of large numbers.
                                                    32
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136. The joint density of X and Y is given                 137. Suppose {Xn} is a sequence of random
     by :                                                      variables and X is a random variable

                                                               such that P lim X n                      X      1.
             y xy                                                                        n
               e ,       0   x     , 0       y   2
f x, y       2                                                 Then which of the following may
             0       ,   otherwise                             not hold ?

                                                               (A)    lim P |X n                 X|> 1/2       0
     Consider the statements :                                        n


                                                               (B) P lim exp X n                       exp X        1
     (I) The         conditional     density                                n
            of   X       given   Y       =       1,
                                                               (C)    lim E |X n                 X|2      0
                         1 x                                          n
                           e ,   0   x
            f x|1        2                                     (D)    lim P X n               x        P X     x    at
                                                                      n
                         0   ,   otherwise
                                                                      all continuity points x of
                                                                      P[X           x]
     (II) E[X|Y = 1] = 1
                                                           138. Let       {X n }     be      a     sequence         of

     (III) P[X       2|Y = 1] = 1 – e–2                        independent random variables.
                                                               Define An = [Xn                    n–1].
     Which of the above statements are
     true ?                                                    Let E =                            Ak
                                                                                n   1 k      n

     (A) All the three                                         Then which of the following is
                                                               always correct ?
     (B) (I) and (II) only
                                                               (A) P(E) = 0

                                                               (B) P(E) is either 0 or 1
     (C) (I) and (III) only
                                                               (C) P(E) = 1
     (D) (II) and (III) only                                   (D) 0 < P(E) < 1
                                                      33                                                      [P.T.O.
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139. Suppose {Xn} is a Fn-martingale and                                   141. Suppose a distribution function of
                                                                                random variable X is :
       E X 2n               for all n.
                                                                                          0,          if           x       0,
       Which of the following is not always
                                                                                F x     x / 2,        if       0       x        1,
       true ?
                                                                                          1,          if           x       1.
       (A) E[Xn] is a constant for all n.
                                                                               Then, which of the following
       (B)    X 2n     is not a Fn-martingale                                  statements is not correct ?
                                                                               (A) P(–1 < X            1/2) = 1/4
                               n
                                                                               (B) E(X) = 1/6
       (C) W n =            8          X k is not a F n -
                           k       1                                           (C) E(X) = 3/4
             martingale                                                        (D) P(X = 1) = 1/2
                                                                           142. Suppose X is an arbitrary random
       (D) E X 2n           is constant for all n.                              variable and g(·) is a non-negative
                                                                                Borel function on R. If g(·) is even
140. Suppose a distribution function                                            and non-decreasing on [0, ), then
                                                                                for every a > 0.
       F:R           [0, 1] of a random variable
                                                                               (A) P[|X|         a]        E(g(x))/g(a)
       X is as follows :
                                                                               (B) P[|X|         a]        E(g(x))/g(a)
                       0,                  if       x       0,                 (C) P[|X|         a]        E(g(x))/g(a)
                                                                               (D) P[|X|         a]        E(g(x))/g(a)
                     1 / 4,                if   0       x        1,
                                                                           143. Suppose X follows Cauchy
 F x                 1 / 2,                if   1       x        2,             distribution with location parameter
             1/2       x       2 / 2,      if   2       x        3,             5 and scale ;. Then the
                                                                                characteristic function of X is :
                       1,                  if       x       3.
                                                                               (A) exp it5       ;|t|
       Then E(X) is :
                                                                                                 1 2 2
                                                                               (B) exp it5         ; t
       (A) 5/6                                                                                   2
       (B) 2/3
                                                                               (C) exp it5       ;t
       (C) 3/2
                                                                                         2                     2
                                                                               (D) exp ;         i t       5
       (D) 7/6
                                                                      34
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144. Suppose        that    X       and        Y        are        145. Consider a statistical decision
    independent random variables                                       problem with @ = {/ 1 , / 2 } and
    having Poisson distribution with                                   D = {d 1 , d 2 , d 3 , d 4 }. The risk
    means '1 and '2 respectively. Then,                                functions are given by :
    the conditional distribution of X
    given X + Y and X + Y given X are                                    //d      d1       d2       d3   d4
    respectively :                                                       /1       4        1        5    2

                                                                         /2      1         2        3    3
                                         '1
    (A) Binomial        x    y;                         and
                                    '1        '2
                                                                       Then :
        Poisson with parameter '2; but
        taking values X, (X + 1), ......,                              (A) d1 is minimax

                                                                       (B) d2 is minimax
    (B) Negative            binomial                with
                                                                       (C) d3 is minimax
                                                   '1
        parameters              x        y;
                                              '1        '2             (D) d4 is minimax
        and Poisson with parameter
                                                                   146. Let X be a Poisson random
        '1 + '2.
                                                                       variable with parameter / = E(X),
                                                                       0 < / <        . Consider the Bayesian
                                                   '1
    (C) Poisson with mean                                              procedure for estimation of /. Then,
                                              '1        '2
                                                                       the conjugate prior for / :
        and Poisson with parameter '1
                                                                       (A)    (/) + e–/
    (D) Geometric with parameter                                                                    A
                                                                       (B)    (/) + /+6 – 1 e–/ 6 +, A > 0
              '1
                        and Poisson with                               (C)    (/) + e–+/ /' – 1 6 +, ' > 0
         '1        '2
        parameter ' – 1 + '2, but taking                                                   1
                                                                       (D)    (/) +
        values X, (X + 1), ......,                                                     1       /2

                                                              35                                              [P.T.O.
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147. Suppose      X1     has   exponential           149. Suppose {X1, X2, ......, Xn} is a random
                                                          sam pl e fr om U (/, / + 1). Which of
     distribution with mean /, X2 has
                                                          the following               statistic is not a
     exponential distribution with mean
                                                          maximum likelihood estimator
     //2 and X1 and X2 are independent.                   of / ?
     Which of the following statements                    (A) X(1)
     is not correct ?                                     (B) X(n) – 1

     (A) X1 + X2 is sufficient for /                      (C) X(n)

     (B) X1 + 2X2 is sufficient for /                            X (1)       X ( n)
                                                          (D)                             0.5
                                                                         2
     (C) X1 + 2X2 is complete for /
                                                     150. The distributions of X under H0 and
     (D) (X1 + 2X2)/2 is unbiased for /                   H1 are given by :

148. Suppose {X1, X2, ......, Xn} is a random
                                                             x           1            2          3      4
     sample       from     Poisson      P(/)
                                                            H0      0.25          0.25          0.25   0.25
     distribution, / > 0. Which of the                      H1      0.17          0.17          0.17   0.32
     following statements is not correct ?
                                                          The most powerful test at level
     (A) Sample mean X n is unbiased                      + = 0.05 is given by :
          for /                                           (A) reject H0 if X = 4

     (B) Sample variance S2n is unbiased                  (B) reject H0 with probability 0.25

          for /                                                  if X = 4

                                                          (C) reject H0 with probability 0.2
     (C) 0.3 X n + 0.7 S2n is unbiased
                                                                 if X = 4
          for /
                                                          (D) reject H0 with probability 0.32
     (D) X 2n S2n is unbiased for /                              if X = 4

                                                36
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151. Suppose {X 1 , X 2 , ......, X n } are                          153. L et S = S(X 1, X2, ......, Xn) be an
     independent                   and        identically                 unbiased estimator of the parametric
     distributed random variables with                                    functional /(F) based on a random
     mean 5 and variance ;2. Suppose                                      sample X1, X2 , ......, Xn from F.
                          n                                               Suppose U is the U-statistics
                 1                                 2
     S2n
             n
                      8
                     1i
                                      Xi      Xn       . Then             corresponding to S. Then, which of
                              1
                                                                          the following statements is true ?
     which of the following statements is
     not true ?                                                           (A) EF(U) > EF(S)
     (A) Sn is unbiased for ;
                                                                          (B) EF(U) < EF(S)
     (B) S2n is unbiased for ;2
     (C) Sn is consistent for ;                                           (C) VF(U)      VF(S)

     (D) S2n is consistent for ;2
                                                                          (D) VF(U) > VF(S)
152. Suppose {X 1 , X 2 , ......, X n } are
     independent                   and        identically            154. Let X1, X2, ......, Xn be independent
     distributed random variables with                                    Poisson (') random variables and
     mean zero and variance ;2. Then
                                                                               1 n
     the asymptotic distribution of                                       T1     8 I Xi
                                                                               ni 1
                                                                                            0 , T2   e X
                                      n
                              n 8 Xi
                                  i       1                               Then, the asymptotic relative
                 Tn               n
                                                                          efficiency ARE(T1, T2) is :
                                  8 X 2i
                              i       1
                                                                          (A) e–'
     is :
     (A) t distribution                                                   (B) (e' – 1)

     (B) N(0, 1) distribution
                                                                          (C) (e' – 1)/(' – 1)
     (C)    N(0, 1/;2) distribution
     (D) degenerate at 0                                                  (D) (e' + 1)
                                                                37                                      [P.T.O.
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155. Let Tn be a consistent estimator of                     156. Let X = (X1, X2, X3, X4) ~ N4(0, =)


                                                                 where
    / such that         n Tn         /    N 0, 1 in

                         p                                                   1    2       2    2
    distribution and Tn BB                    / . Let
                                                                             2    1       2    2
                                                                        =
     Tn* be an estimator of / be given                                       2    2       1    2
                                                                             2    2       2    1
    by :


                                c                                is positive definite.
           Tn*     Tn                c - 0.
                                n

                                                                 Then which of the following
    Then :

                                                                 statements is true ?
    (A)    Tn* is not a consistent estimator

                                                                 (A) X1 + X2, X2 + X3, X3 + X4 have
           of /


                               D                                       all same distributions
    (B)      n Tn*          / BB         a normal
                                                                                  2
                                                                        X1   X2
                                                                 (B)                  ~ F11
           distribution                                                           2
                                                                        X1   X3

                                                                                  2                     2
                                                                        X1   X3           X2       X4
    (C)    Tn*    is consistent for /                            (C)                                        ~ > 22
                                                                                      2

                            2
    (D) E Tn*           /           0 as n                       (D) = Xi ~ N(0, 4)

                                                        38
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157. Let X1 ~ N(0, 1) and                         159. Let U1, U2, ......, Un be independent
                                                       identically distributed random
                                                       vectors with common distribution
                 X1       3     X1   3                 Np(0, =), = = ((;ij)) is a +ve definite
        X2 =
                 X1      otherwise                                                                  n
                                                       matrix. Let S = ((Sij)) =                  8 U j U $j .
                                                                                                j       1
    Then which of the following
                                                       Then which of the following
    statements is correct ?                            statements is not true ?
                                                                 n
    (A) X 1 and X 2 are negatively
                                                       (A)       8 Sii ~ constant > 2n
        correlated                                           i       1


    (B) X 1 and X 2 are positively                     (B) S11 + S22 ~ constant >22
        correlated                                     (C) S11 ~ constant >12

    (C) X 1 and       X 2 are    perfectly             (D) S11 + S12 ~ constant >22
        correlated                                160. Let # X (t) be the characteristic
                                                       function of X ~ N3 (5, =). Then
    (D) X1 and X2 have joint normal                    EX1 X 22 X 3 is given by :
        distribution
                                                             ( 1)4 "4 # X t
158. Let (X1, X2) ~ N2(5, =) where =                   (A)
                                                                     "t1"t22"t3
                                                                                    t     0
    is a +ve definite matrix. Then
    which of the following has a
                                                             ( 1)3 "3# X t
    singular normal distribution where                 (B)
                                                                     "t1"t2"t3
                                                                                   t1     1, t2         2, t3   1
    X3 = X1 – 2X2 ?

    (A) X1 + X3, X1 – X2                                     ( 1)3 "4 # X t
                                                       (C)
                                                                     "t1"t22"t3
    (B) X1 – X3, X2 – X3                                                           t1     1, t2         2, t3   1


    (C) X1, X3                                               "4 # X t
                                                       (D)
                                                             "t1"t22"t3
    (D) X2, X3                                                               t1   1, t2       2, t3      1


                                             39                                                              [P.T.O.
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161. Y1, Y2 and Y3 are three uncorrelated        163. A least squares regression fit :

    random variables with common                     (A) may be used to predict the value
                                                          of Y if the corresponding values
    variance ;2. Further E(Y1) = /2 – /1,
                                                          of regressor X are given
    E(Y2) = E(Y3) = /2 + /3. Then :                  (B) indicates         a     cause-effect
                                                          relationship between response
    (A) /1 – /2 is not estimable
                                                          variable Y and regressors
    (B) /1 + /2 is not estimable                     (C) can be determined only if a
                                                          satisfactory relationship exists
    (C) /1 + /3 is not estimable                          between response variable Y
                                                          and regression
    (D) /2 + /3 is not estimable
                                                     (D) all the above statements are
162. In a simple linear regression of Y                   true

    on X based on n observations.                164. In a multiple linear regression
                                   n                 model Yi = B0 + B1Xi1 + ...... + BpXip
    The fitted values of Yi’s are Yi ,
                                                     + Ci with E(Ci) = 0, Var(Ci) = ;2,
    i = 1 ..... n respectively. Then :               i = 1, ...., n.

               n           n                         (A) Mean          regression    Sum   of
               8 Yi        8       Yin                    Squares (SS) is an unbiased
           i       1   i       1
                                                          estimator of ;2

    (A) always                                       (B) Mean regression SS and Mean
                                                          Error SS are unbiased and
    (B) only if the regression equation                   Mean total           SS is a biased
         is Y = B0 + B1X + C                              estimator of ;2
                                                     (C) Mean total SS is unbiased
    (C) if and only if the regression
                                                          estimator of ;2
         equation is Y = B0 + B1X + C
                                                     (D) Mean total SS and Mean
    (D) if the regression equation is                     regression SS are unbiased
         Y = B0 + B1X + C                                 estimators of ;2
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165. Su ppose Y i = B0 + B1(xi – 2) + Ci,
    E(Ci) = 0, Var(Ci) = ;2 and where                  167. Let r        y / x denote the ratio of the
    xi = i, i = 1, 2, 3. The Best Linear
    Unbiased estimators of B0 and B1.                      sample means of the variable y and
    (A) do not exist

    (B) exist and are uncorrelated with                    of the auxiliary variable x. The
         each other

    (C) exist and are independent of                       sample is a SRSWOR sample of size
         each other

    (D) exist     and     are     positively               n. Let f = n/N and X be the

         correlated with each other
                                                           population mean of the auxiliary
166. A probability proportional to size
    (PPS) without replacement sample
    of size 2 is to be drawn from a                        variable x. Let R = Y/X . By
    population of N = 3 units. Let
    z1 = 1/4, z2 = 1/4, z3 = 1/2. The                      considering Cov r, x , the bias of r,
    i-th unit is selected with probability
    zi, i = 1, 2, 3. If the first unit selected
                                                           as an estimator of R, is given by :
    is i, then the j-th unit is selected for
    inclusion in the sample with
                                                                 1       f
    probability zj /(1 – zi), j   i. Then, the             (A)
                                                                     n
    probability that the third unit is the
    population is included in the sample                         1 f
                                                           (B)
    is given by :                                                 nR
    (A) 1
                                                                 1       f
                                                           (C)               R
    (B) 1/2                                                          n

    (C) 5/6
                                                                     1
                                                           (D)         Cov r, x
    (D) 2/3                                                          X

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168. Let us consider the following                   170. Suppose N is the incidence matrix
    methods of estimation, all based on
                                                         of a BIBD with parameters (v, b, r,
    SRSWOR of the same sample size.
    I Sample mean II Ratio estimator                     k, '), then :
    III Regression estimator. Let the
    corresponding variances be denoted                   (A) rank (NN$) = v

    by V12 , V22 and V32 . Assuming that
                                                         (B) rank (NN$) = b
    the sample size is sufficiently large,
    we have :                                            (C) rank (NN$) = v – 1

    (A) V12     V32       V22                            (D) rank (NN$) = b – 1
    (B) V32     V22       V12
                                                     171. 8 treatments are arranged in a row-
    (C) V32     V12       V22
                                                         column design as given below :
    (D) None of the above
169. The incidence matrix of a block                              1      2   3   4
    design is given by :
                                                                  5      6   7   8
                1     1   0     0                                 3      8   1   6
                0     0   1     0                                 7      4   5   2
         N=
                0     1   0     1
                                                         Hence it is a :
                0     1   0     1

    Hence the design is :                                (A) Latin Square Design

    (A) connected and not orthogonal
                                                         (B) Youden Square Design
    (B) not     connected           and   not
        orthogonal                                       (C) Quasi-Latin Square Design
    (C) not connected and orthogonal
                                                         (D) Incomplete Block Design
    (D) connected and orthogonal

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172. For a 24 factorial design with four
                                                              174. Given a time series Xt = Xt – 1 + Zt,
      treatments A, B, C, D each at two
      levels, the treatment combinations                           where X0 is distributed like Zt and
      were allotted in two blocks of 8 plots
                                                                   Zt’s are iid N(0, ;2). Which of the
      each as below :

 Block I    1     a   c    ac    bd   abd   bcd   abcd             following statements is true ?
 Block II   b    ab   bc   abc   d    ad    cd    acd

                                                                   (A) V X t| t    1
      Hence the treatment combination
      which is confounded is :
                                                                   (B) {Xt} is stationary
      (A) ABCD

      (B) ACD                                                      (C) E(Xt) = t

      (C) BCD
                                                                   (D) Cov(Xt, Xs) = ;|t – s|
      (D) ABD

173. Let {Xt} be a time series defined as                     175. What will be the variance of (X1 +
      Xt = A sin (Dt + B), where E(A) = 0,
      Var(A) = 1, B ~ Uniform (– , ) and                           X2 + X3)/3, if X1, X2 and X3 are from

      A and B are independent. Then, h-
                                                                   an AR(1) series Xt = 1/2Xt – 1 + Zt,
      lag covariance function r(h) is :
                                                                   where Zt ~ iid normal (0, 1) ?
          1
      (A)   cos (Dh)
          2
                                                                   (A) 9/18
          1
      (B)   sin (Dh)
          2
                                                                   (B) 8/18
                1
      (C)         cos (Dh + 4)
                2                                                  (C) 16/18
                1
      (D)         sin (Dh + 2)                                     (D) 13/18
                2

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176. Consider a Markov chain on                      177. Let {X(t), t         0} be a time-
   S = {1, 2, 3, 4} with the transition                  homogeneous Poisson process with
   probability matrix given by :                         rate '. Then :

                                                                                       min s, t
                  1   2   3    4                         (A) Cov(X(s), X(t)) =
                                                                                               st
              1 0     0   0    1
                                                                                           '
              2 0     0   0    1                         (B) Cov(X(s), X(t)) =
                                                                                       '       1
         P=
                  1   1
              3           0    0                                                       max s, t
                  2   2                                  (C) Cov(X(s), X(t)) =
                                                                                               s, t
              4 0     0   1    0
                                                                                       min s, t
                                                         (D) Cov(X(s), X(t)) =
                                                                                          st
   Then :
                                                     178. Consider a Markov chain on
                                                         S = {0, 1, 2, ......}. The transition
   (A)   lim pij(n) exists for all (i, j) and
         n                                               probabilities are given by :
         the limit is independent of i                                  1              1
                                                                  p00        p01
                                                                        2              2
   (B)   lim pij(n) does not exist for all               and for i      1,
         n

         (i, j) and there is a unique
                                                                        1                  1
                                                              pii   1        pii   1
                                                                        2                  2
         stationary distribution                         Then :
                                                         (A) all states are persistent non-null
   (C) there does not exist any                          (B) there exists a persistent non-
                                                             null state
         stationary distribution
                                                         (C) there exists a unique stationary
                                                             distribution
   (D) there exist infinitely many
                                                         (D) all states are transient or
         stationary distributions                            persistent null

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179. Consider a branching process                182. The failure time of a component is
    {Xn, n   0}. Let X0 = 1 and assume               exponentially distributed with mean
                                                     life 200 hours. The design of the
    that E 8 X n            . Then, the              component is modified after which
                /                                    the mean life has increased to 400
    extinction probability :                         hours. What is the amount of
    (A) equals 0                                     increase in reliability at 800 hours ?
                                                     (Let a = e–2.)
    (B) lies in (0, 1)
                                                     (A) a
    (C) does not exist
                                                     (B) a2
    (D) 1                                            (C) a(1 – a)
180. Death rates are standardised to :               (D) (1 – a)/a

    (A) obtain an estimate of ideal rates        183. If the failure rate function r of a
                                                                               t
    (B) eliminate the differential                   component is r(t) =               ,t   0; then
                                                                           1       t
        influence of one or more
                                                     its survival function is :
        variables
                                                     (A) e–t
    (C) adjust them with registration of
                                                     (B) te–t
        deaths
                                                     (C) 1 – e–t
    (D) obtain correct estimate of actual
                                                     (D) (1 + t)e–t
        rates
                                                 184. If the lead time is m periods and
181. Which   one    of   the   following
                                                     usage rate is u, the re-order stock
    population growth model is not
                                                     level is given by :
    specified correctly ?
                                                     (A) Q/2
    (A) Pt = P0(1 + rt)
                                                           Q
    (B) Pt = P0 ert                                  (B)     – m
                                                           u
    (C) Pt = K/(1 + ea + bt)                         (C) m
    (D) Pt = BCt                                     (D) m · u

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185. In the model S = Q – ut, a stock out                189. Which of the following is false ?
     will occur when :
                                                             (A) If x0 is an optimal solution to
    (A) t = 0                                                    the primal, then dual has a
    (B) t = u/Q                                                  feasible solution.
    (C) t = Q/u                                              (B) If x0 is an optimal solution to
    (D) Q = S                                                    the primal, then the optimal
                                                                 solution to the dual is given by
186. In a M/M/K queueing system the
     departure rate 5n when there are                            B–1 CB where B is the optimal
     n customers in the system is :                              basis of the primal.
    (A) 5                                                    (C) If dual has an unbounded
                                                                 solution, then primal has an
    (B) n5
                                                                 infeasible solution.
    (C) n5 if n             k and 0 if n > k
                                                             (D) Dual simplex method always
    (D) n5 if n             k and nk if n > k                    leads to degenerate basic
187. For a certain dynamic programming                           feasible solution.
     problem, the recurrence equation
                                                         190. Consider the LPP :
     for optimal solution is found to be
     f1(c) = c                                               Maximize :      Z = 3x1 + 5x2

    fk(c) =       max       x · fk – 1(c – x) for            Subject to :           x1     4,
              0    x    c
                                                                                    x2     6,
    k > 1.
                                                                            3x1 + 2x2     18,
    What is the value of f2(5) ?
                                                                                 x1, x2    0
    (A) 25
                                                             The first stage in the dynamic
    (B) 25/2                                                 programming algorithm to solve the
    (C) 25/4                                                 above problem involves :
    (D) 125/27                                               (A) Maximizing 3x 1 subject to
188. When a positive integer is divided                          x1  4
     into 5 parts, the maximum value of                      (B) Maximizing 3x 1 subject to
     their product is :
                                                                 3x1 + 2x2 18
    (A) 5K
                                                             (C) Maximizing 5x 2 subject to
    (B)   (K/5)5                                                 3x1 + 2x2 18
    (C) (5K)5                                                (D) Maximizing 5x 2 subject to
    (D) 5 + K                                                    x2  6 and 3x1 + 2x2  18
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ROUGH WORK




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Source: Savitribai Phule Pune University. Question paper published by Savitribai Phule Pune University.