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≤2) , n=6 , p=0.3
Solution
To solve for for a binomial distribution with parameters trials and as the probability of success, we can use the binomial probability formula:
where:
- is the number of trials,
- is the probability of success,
- is the number of successes,
- is the binomial coefficient.
To find , we need to calculate:
We'll compute each term:
-
For :
-
For :
-
For :
Now, summing these probabilities:
Thus, .
Answer:
Let me know if you would like further details or explanations on any part!
Further questions for you:
- How does the binomial distribution behave with different values of ?
- What would the probability be if the number of trials were increased to ?
- How can the cumulative binomial probability be calculated using a statistical table?
- Can the binomial distribution approximate a normal distribution in any cases? If so, when?
- How does the standard deviation of a binomial distribution change with varying and ?
Tip: When calculating binomial probabilities by hand, make sure to carefully compute the binomial coefficients, as small errors can accumulate. Using a calculator or statistical software is a great way to ensure accuracy!
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Math Problem Analysis
Mathematical Concepts
Binomial Distribution
Probability
Combinatorics
Formulas
P(X = k) = \binom{n}{k} p^k (1-p)^{n-k}
P(X ≤ k) = P(X = 0) + P(X = 1) + ... + P(X = k)
Theorems
Binomial Theorem
Suitable Grade Level
Grades 10-12
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