Math Problem Statement
For a binomial distribution X~Bin(n,p), suppose n=5. If P(X=0)=0.00032, what is p? In your response, provide a detailed explanation of your steps and reasoning at each step.
Solution
Given that , where is a binomially distributed random variable with parameters and (the probability of success in a single trial), and that , we need to find .
Step-by-Step Solution:
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Binomial Distribution Formula: The probability mass function (PMF) of a binomial distribution is given by:
Here, , and we are given , so we substitute into the formula:
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Simplifying the Formula: Recall that and , so the equation simplifies to:
We are given that , so:
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Solving for : To solve for , we first take the fifth root of both sides:
Now, calculate .
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Final Calculation: Solving for :
Thus, the probability is 0.8.
Explanation:
- We used the binomial distribution formula, focusing on the case where .
- After simplifying the binomial coefficient and powers, we reduced the problem to solving the equation .
- Taking the fifth root allowed us to isolate , leading to the final solution .
Would you like more details or have any questions?
Related Questions:
- How would the answer change if were provided instead of ?
- What is the expected value for this binomial distribution?
- What is the variance of the binomial distribution ?
- How do you compute the cumulative distribution function (CDF) for a binomial distribution?
- What happens to the distribution as increases but remains constant?
Tip:
When solving binomial distribution problems, always ensure that you simplify factorial and binomial coefficient terms early to avoid unnecessary complexity.
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Math Problem Analysis
Mathematical Concepts
Binomial Distribution
Probability Theory
Algebra
Formulas
P(X = k) = \binom{n}{k} p^k (1 - p)^{n - k}
P(X = 0) = (1 - p)^n
Theorems
Binomial Theorem
Suitable Grade Level
Grades 10-12
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