Math Problem Statement

Calculate each Poisson probability:

a. P(X = 5), λ = 9

Solution

To calculate the Poisson probability P(X=5)P(X = 5) with λ=9\lambda = 9, we'll use the same Poisson probability formula:

P(X=k)=eλλkk!P(X = k) = \frac{e^{-\lambda} \cdot \lambda^k}{k!}

Here:

  • λ=9\lambda = 9
  • k=5k = 5
  • e2.71828e \approx 2.71828

Let's calculate the probability.The Poisson probability P(X=5)P(X = 5) for λ=9\lambda = 9 is approximately 0.0607.

Do you need any more details or have further questions?

Here are five related questions to think about:

  1. How would P(X=5)P(X = 5) change if λ\lambda were increased to 10?
  2. What is the cumulative probability P(X5)P(X \leq 5) for λ=9\lambda = 9?
  3. How do you use the Poisson distribution in queuing theory?
  4. How does the skewness of a Poisson distribution change as λ\lambda increases?
  5. What conditions must be met for a Poisson distribution to be a good approximation of a binomial distribution?

Tip: In a Poisson distribution, if λ\lambda is large, the distribution becomes approximately normal.

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Math Problem Analysis

Mathematical Concepts

Probability Theory
Poisson Distribution

Formulas

Poisson probability formula

Theorems

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Suitable Grade Level

Advanced High School