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Material Type: Assignment; Class: Probability; Subject: Statistics and Probability; University: Arizona State University - Tempe; Term: Fall 1996;
Typology: Assignments
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The total number, X, of defective bolts in a shipment of 10,000 has the binomial distribution with parameters n = 10000 and p = 0.05. We want to find the smallest integer a so that P (X > a) ≤ 0 .01. We will apply Chebychev’s Inequality, (26) on page 101, to estimate a.
We have μ = np = 500 and σ^2 = np(1 − p) = 475. Thus
P (X > a) ≤ P (X ≥ a) = P (X − 500 ≥ a − 500)
≤ P (|X − 500 | ≥ a − 500) ≤
(a − 500)^2
Solving the inequality 475/(a − 500)^2 ≤ 0 .01 for the smallest integer a, we find that a = 718. Note: In Exercise 46 of Chapter 7, we will use the Central Limit Theorem to get a significantly better estimate of a.