Let X be a random variable and t be a real number such that the moment E[(X

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Let X be a random variable and t be a real number such that the moment E[(X − t)2]

exists.

(i) Verify that E[(X − t)2] = E(X2) − 2tE(X) + t2.

(ii) Show that E[(X − t)2] = Var(X) + (???? − t)2.

(iii) Use the result in (ii) to establish that the minimum value of the function h(t) = E[(X − t)2]

is achieved at t = ????, and that min t∈ℝ

E[(X − t)2] = Var(X).

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Related Book For  book-img-for-question

Introduction To Probability Volume 2

ISBN: 9781118123331

1st Edition

Authors: Narayanaswamy Balakrishnan, Markos V. Koutras, Konstadinos G. Politis

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