If X is a binomial random variable and if ≥np10 and ≥n−1p10, then X is approximately normal with μX = ▼(Choose one) and σX = .
Question
If X is a binomial random variable and if ≥np10 and ≥n−1p10, then X is approximately normal with μX = ▼(Choose one) and σX = .
Solution
If X is a binomial random variable and if np ≥ 10 and n(1-p) ≥ 10, then X is approximately normal with μX = np and σX = sqrt(np(1-p)).
Here's the step by step explanation:
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The conditions np ≥ 10 and n(1-p) ≥ 10 are the rule of thumb for approximating a binomial distribution with a normal distribution. This is known as the Central Limit Theorem.
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The mean (μX) of a binomial distribution is np. This is derived from the formula for the mean of a binomial distribution, which is the number of trials (n) times the probability of success (p).
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The standard deviation (σX) of a binomial distribution is sqrt(np(1-p)). This is derived from the formula for the standard deviation of a binomial distribution, which is the square root of the number of trials (n) times the probability of success (p) times the probability of failure (1-p).
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