Stochastic Models: Random variables review for modeling · Discrete Distributions for Counting
How the Bernoulli, binomial, geometric, negative binomial, hypergeometric and Poisson distributions model counts, and how to tell which one fits a real situation.
Stochastic Models · 26 questions
Try 3 questions
1. A machine part fails with probability 0.1 on each independent use. Which distribution models the number of uses until the first failure?
- Binomial
- Geometric
- Poisson
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Answer: Geometric
The geometric distribution counts independent trials, each with the same success probability, until the first success (here, the first failure of the part).
2. If each independent use has a 10% chance of failure, how many uses, on average, until the first failure, counting the failing use?
- 9 uses
- 5 uses
- 10 uses
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Answer: 10 uses
The mean of a geometric count of trials is 1/p, so with p = 0.1 the average is 10 uses including the one that fails.
3. A batch has 20 items, each independently defective with probability 5%. What is the expected number of defective items?
- One defective item
- Two defective items
- Half a defective item
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Answer: One defective item
A binomial count has mean n times p, and 20 × 0.05 = 1.
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