Median of a random variable y

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A median of a random variable Y (or its distribution) is any value m such that P(Y ≤ m) ≥ ½ and P(Y ≥ m) ≥ ½.

(a) Show that the set of medians is a closed interval [m0, m1].

(b) Suppose that E|Y| < ∞.="" if="" c="" is="" not="" a="" median="" of="" y,="" show="" that="" e|y="" -="" c|="" ≥="" e|y="" -="" m|="" for="" any="" median="" m="" of="" y.="">

(c) Let X be a sample from Pθ, where θ ∈ Θ ⊂ R. Consider the estimation of θ under the absolute error loss function |a - θ|. Let Π be a given distribution on Θ with finite mean. Find the ℑ-Bayes rule w.r.t. Π, where ℑ is the class of all rules.

Reference no: EM131851906

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