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Bounded Linear Operators Questions and Answers

1.

Let \(H\) be a complex Hilbert space, \(T : H \to H\) be a bounded linear operator and let \(T^{*}\) denote the adjoint of \(T\). Which of the following statements are always TRUE?

P: \(\forall x, y \in H, \langle Tx, y \rangle = \langle x, T^{*}y \rangle\)
Q: \(\forall x, y \in H, \langle x, Ty \rangle = \langle T^{*}x, y \rangle\)
R: \(\forall x, y \in H, \langle x, Ty \rangle = \langle x, T^{*}y \rangle\)
S: \(\forall x, y \in H, \langle Tx, Ty \rangle = \langle T^{*}x, T^{*}y \rangle\)

Exam Year(s)

GATE Mathematics - 2012,

Answer: A

The statements that always hold are P and Q.

P is the definition of the adjoint: \(\langle Tx, y \rangle = \langle x, T^{*}y \rangle\) for all \(x, y\). Q follows from it by conjugate symmetry:

\[ \begin{aligned} \langle x, Ty \rangle &= \overline{\langle Ty, x \rangle} \\ &= \overline{\langle y, T^{*}x \rangle} = \langle T^{*}x, y \rangle \end{aligned} \]

R would force \(\langle x, (T - T^{*})y \rangle = 0\) for all \(x\), that is \(T = T^{*}\), which holds only for self-adjoint operators. S says \(\|Tx\|\) and \(\|T^{*}x\|\) agree in the polarised sense, which is the condition \(T^{*}T = TT^{*}\) for normal operators, not a property of every bounded operator. So options with R or S are wrong.

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2.

Let \(T : L^{2}[-1,1] \to L^{2}[-1,1]\) be defined by \(Tf = \tilde{f}\), where \(\tilde{f}(x) = f(-x)\) almost everywhere. If M is the kernel of I - T, then the distance between the function \(\phi(t) = e^{t}\) and M is

Exam Year(s)

GATE Mathematics - 2022,

Answer: D

The distance is \(\frac{1}{2}\sqrt{e^{2} - e^{-2} - 4}\).

The kernel of I - T is the set of f with f(-x) = f(x), the even functions. Its orthogonal complement in \(L^{2}[-1, 1]\) is the odd functions. Split \(e^{t} = \cosh t + \sinh t\): the even part lies in M, so the distance from \(e^{t}\) to M is the norm of the odd part, sinh t:

\[ \begin{aligned} \int_{-1}^{1} \sinh^{2} t\,dt &= \int_{-1}^{1} \frac{\cosh 2t - 1}{2}\,dt \\ &= \frac{\sinh 2}{2} - 1 \\ &= \frac{e^{2} - e^{-2} - 4}{4} \end{aligned} \]

Taking the square root gives \(\frac{1}{2}\sqrt{e^{2} - e^{-2} - 4}\). The option with + 4 has the sign of the -1 term reversed, the one with - 2 halves it, and \(\frac{1}{2}\sqrt{e^{2} - 4}\) drops the \(e^{-2}\) term.

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3.

Let X, Y and Z be Banach spaces. Suppose that \(T : X \to Y\) is linear and \(S : Y \to Z\) is linear, bounded and injective. In addition, if \(S \circ T : X \to Z\) is bounded, then, which of the following statements is TRUE?

Exam Year(s)

GATE Mathematics - 2022,

Answer: C

The conclusion is T is bounded.

Use the closed graph theorem: a linear map between Banach spaces with a closed graph is bounded. Suppose \(x_{n} \to x\) in X and \(Tx_{n} \to y\) in Y. Since S is bounded, \(STx_{n} \to Sy\); since S ∘ T is bounded, \(STx_{n} \to STx\). Limits are unique, so Sy = STx, and because S is injective, y = Tx. The graph of T is closed, so T is bounded.

'T is not bounded' contradicts this. 'Bounded but not continuous' is impossible, since for a linear map between normed spaces bounded and continuous mean the same thing. And nothing forces T to be surjective: the zero map satisfies every hypothesis.

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