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Mathematics · Ch 11 — Probability Distributions

The Two point distribution

11.6.2

The Two point distribution

(a) Unsymmetrical case. XX has a two-point distribution if it takes two values x1,x2x_1,x_2 with

f(x)={px=x11−px=x20<p<1,f(x)=\begin{cases}p & x=x_1\\ 1-p & x=x_2\end{cases}\qquad 0<p<1,

with cdf F(x)=0F(x)=0 for x<x1x<x_1, F(x)=pF(x)=p for x1≤x<x2x_1\le x<x_2, and F(x)=1F(x)=1 for x≥x2x\ge x_2.

Mean: E(X)=x1p+x2(1−p)=px1+qx2E(X)=x_1p+x_2(1-p)=px_1+qx_2, writing q=1−pq=1-p. Variance: starting from V(X)=E(X2)−(E(X))2=(x12p+x22q)−(px1+qx2)2V(X)=E(X^2)-(E(X))^2=(x_1^2p+x_2^2q)-(px_1+qx_2)^2, expanding and simplifying (using p+q=1p+q=1) collapses to the compact form

V(X)=pq(x2−x1)2.V(X)=pq(x_2-x_1)^2. …