Math Problem Statement

The mean and variance of a Binomial(n, p) distribution are respectively 20 and 16. Then the values of n and p are

Solution

For a binomial distribution Binomial(n,p)\text{Binomial}(n, p), the mean and variance are given by the following formulas:

  • Mean: μ=np\mu = np
  • Variance: σ2=np(1p)\sigma^2 = np(1 - p)

We are given that the mean is 20 and the variance is 16. Thus, we have the following two equations:

  1. np=20np = 20
  2. np(1p)=16np(1 - p) = 16

Now, let's solve this system of equations step by step.

From the first equation, we have: np=20p=20nnp = 20 \quad \Rightarrow \quad p = \frac{20}{n}

Substitute this value of pp into the second equation:

np(1p)=16np(1 - p) = 16

Substitute p=20np = \frac{20}{n} into the equation:

n20n(120n)=16n \cdot \frac{20}{n} \cdot \left(1 - \frac{20}{n}\right) = 16

Simplifying this expression:

20(120n)=1620 \left(1 - \frac{20}{n}\right) = 16

20400n=1620 - \frac{400}{n} = 16

400n=4\frac{400}{n} = 4

n=100n = 100

Now that we have n=100n = 100, substitute this value back into the first equation to find pp:

np=20100p=20p=0.2np = 20 \quad \Rightarrow \quad 100p = 20 \quad \Rightarrow \quad p = 0.2

Thus, the values of nn and pp are: n=100,p=0.2n = 100, \quad p = 0.2

Let me know if you would like any further details or clarification!


Here are 5 related questions for further practice:

  1. What is the probability of getting exactly 25 successes in a Binomial(100,0.2)\text{Binomial}(100, 0.2) distribution?
  2. How would the mean and variance change if pp were doubled in the binomial distribution?
  3. How can you compute the skewness of a binomial distribution?
  4. What is the probability of getting more than 30 successes in a Binomial(100,0.2)\text{Binomial}(100, 0.2) distribution?
  5. How does the binomial distribution relate to the normal distribution when nn is large?

Tip: When nn is large, the binomial distribution can often be approximated by a normal distribution using the Central Limit Theorem.

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Math Problem Analysis

Mathematical Concepts

Probability
Binomial Distribution
Algebra

Formulas

Mean of Binomial Distribution: μ = np
Variance of Binomial Distribution: σ^2 = np(1 - p)

Theorems

Binomial Distribution Formula

Suitable Grade Level

Grades 10-12