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📐 Mathematics  ·  Probability  ·  JEE

The characteristic function of a distribution is related to the MGF by substituting:

Answer: t with it (imaginary unit).

  • A t with -t, simply flipping the sign of the parameter
  • B t with it (imaginary unit)
  • C t with 1/t, inverting the parameter inside the MGF
  • D t with t², squaring the parameter before substitution

Correct answer: B. t with it (imaginary unit)

Explanation: MGF: M(t) = E[e<sup>tX</sup>]. Characteristic function: φ(t) = E[e<sup>itX</sup>], where i = √(−1). This substitutes t → it. Unlike MGF, φ(t) always exists for all distributions since |e<sup>itX</sup>| = 1. Answer: t replaced by it.

UABA and BA onlyB onlyOutside both circles: complement of (A union B)

Venn diagram of the universal set U with events A and B, showing the intersection (A and B), the parts unique to each event, and the complement region outside both.

Concept context

Chance, events, conditional probability, and Bayes theorem

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