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如何计算Binomial Distribution

learn.whatIsHeading

The binomial distribution models the number of successes in n independent trials with fixed probability p per trial. P(X=k) = C(n,k) × pᵏ × (1−p)^(n−k). Mean = np; variance = np(1−p).

分步指南

  1. 1P(X=k) = C(n,k) × pᵏ × (1−p)^(n−k)
  2. 2C(n,k) = n! / (k! × (n−k)!) — combinations
  3. 3Applies when: fixed n, binary outcome, constant p, independent trials

例题解析

输入
Coin flip n=10 · P(exactly 5 heads)
结果
P = C(10,5)×0.5¹⁰ = 24.6%
Most likely single outcome, but still only ~25%

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