Math Problem Statement
Assume the random variable X has a binomial distribution with the given probability of obtaining a success. Find the following probability, given the number of trials and the probability of obtaining a success. Round your answer to four decimal places.
P(X>1) , n=5 , p=0.7
Solution
To find where follows a binomial distribution with trials and probability of success , we can break it down step by step.
The binomial probability mass function (PMF) is given by:
Where:
- (the number of trials),
- (the probability of success),
- is the number of successes.
We are asked to find , which is the probability that the number of successes is greater than 1. This can be expressed as:
To calculate this, we need to first compute , which includes and :
Now, sum these probabilities:
Finally, to find , subtract from 1:
Thus, the probability is approximately 0.9692.
Would you like further details on binomial distribution? Here are some related questions:
- How do you calculate the mean and variance of a binomial distribution?
- What is the cumulative distribution function (CDF) for a binomial distribution?
- How would the probability change if the number of trials or probability of success were different?
- How do you apply the binomial distribution in real-world scenarios?
- How can you use normal approximation to estimate binomial probabilities when is large?
Tip: If you're dealing with large values in a binomial distribution, consider using the normal approximation for quicker calculations.
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Math Problem Analysis
Mathematical Concepts
Probability Theory
Binomial Distribution
Formulas
P(X = k) = C(n, k) * p^k * (1-p)^(n-k)
P(X > 1) = 1 - P(X ≤ 1)
Theorems
Binomial Distribution Theorem
Suitable Grade Level
Grades 11-12
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