几何分布

定义

[P(X = k) = q^{k - 1}p, quad k = 1,2,..., 0 < p < 1, q = 1 - p, ]

记为 (X sim G(p)).

期望

[EX = frac{1}{p}. ]

证明

[EX = sum_{k = 1}^{infty }kq^{k - 1}p = psum_{k = 1}^{infty }kq^{k - 1} = psum_{k = 1}^{infty }frac{dq^{k}}{dq} = p cdot frac{ddisplaystyle sum_{k = 1}^{infty }q^{k}}{dq} = p cdot frac{d displaystyle frac{q}{1 - q}}{dq} = frac{p}{(1 - q)^2}, ]

所以,

[EX = frac{1}{p}. ]

方差

[DX = frac{1 - p}{p^2}. ]