Discussion
Which of the following statements cannot be always true ?
Answer: C
The statement that need not hold is B ∩ C = φ implies X(B) ∩ X(C) = φ.
Direct images do not preserve disjointness. If X is constant, say \(X(w) = 1\) for all w, then for disjoint non-empty B and C, \(X(B) = X(C) = \{1\}\), which intersect.
The others are standard results. Inverse images preserve complements and countable unions, so \(X^{-1}(\tau_{j})\) is a \(\sigma\)-field; the \(\sigma\)-field generated by \(X^{-1}(\tau)\) equals \(X^{-1}(\sigma(\tau))\); and if \(X \ge 0\) with \(E(X) = 0\), then \(P(X \gt 1/n) \le nE(X) = 0\) for every n, so X = 0 almost surely.
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