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=4) , n=13 , p=0.4
Solution
The probability of a specific number of successes, , in a binomial distribution can be calculated using the following formula:
Where:
- is the number of trials,
- is the probability of success on each trial,
- is the number of successes,
- is the binomial coefficient, which is calculated as .
Now, let’s compute :
-
Calculate :
-
Calculate and :
-
Now, calculate the final probability:
Thus, the probability is approximately 0.1817.
Would you like further details or have any questions on this? Here are a few related questions:
- How do you calculate the binomial coefficient for other values of and ?
- How does the binomial distribution compare to the normal distribution for large ?
- How can we compute cumulative probabilities for binomial distributions?
- What does the expected value represent in a binomial distribution?
- How does changing the probability affect the shape of the binomial distribution?
Tip: In many problems, using a binomial calculator or statistical software can save time when calculating binomial probabilities.
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Math Problem Analysis
Mathematical Concepts
Probability
Binomial Distribution
Combinatorics
Formulas
P(X = k) = \binom{n}{k} p^k (1 - p)^{n - k}
\binom{n}{k} = \frac{n!}{k!(n-k)!}
Theorems
Binomial Distribution Theorem
Suitable Grade Level
Grades 9-12