Mathematics B / Statistical Inference ② (Binomial Distribution and Normal Distribution) 4 / 6

Normal Approximation of the Binomial Distribution

When n is sufficiently large, the binomial distribution B(n, p) approximately follows the normal distribution N(np, np(1−p)) (the central limit theorem).

Example ① Estimate the probability of getting heads at least 60 times in 100 coin tosses.
Solution:B(100, 0.5) ≒ N(50, 25). σ=5.
Z = (60−50)/5 = 2. P(Z≧2) ≒ 0.025 (2.5%)
Key Point
  • As a guideline, np ≧ 5 and n(1−p) ≧ 5

Practice Problems

  1. Find the standard deviation of B(400, 0.5).

Solutions and Explanations

  1. Solution:10
    √(400·0.25)=10.

Read the rest with a free account

A free account unlocks the rest of this lesson and the learn-by-teaching-AI feature.

Create a free account Log in

Questions and answers for this lesson

Loading...