Math Problem Statement
Let >= be "greater than or equal", <= be "less than or equal". The random variable X has a binomial distribution with n = 10 and p = 0.5. Which in is TRUE? Choose the best in the following statements. Select one:
P (X <= 2) = 0.0547
All of the others
P(X = 5) = 0.2461
P (X >= 9) = 0.0107
Solution
We are given that is a binomial random variable with trials and probability of success.
We can calculate the probability for each statement using the binomial probability formula:
where and .
Let's evaluate each of the statements one by one:
1. P(X ≤ 2) = 0.0547
The cumulative probability is the sum of the individual probabilities from to . We can calculate these terms:
Summing these up:
So, this statement is true.
2. P(X = 5) = 0.2461
We calculate using the binomial formula:
So, this statement is true.
3. P(X ≥ 9) = 0.0107
To calculate , we need to find the sum of the probabilities for and :
Summing these:
So, this statement is true.
4. All of the others
Since we have verified that all of the individual statements are true, this statement is also true.
Conclusion:
The correct answer is All of the others.
Would you like further clarification on any of these calculations? Here are some follow-up questions for deeper understanding:
- What is the general binomial probability formula, and how is it derived?
- How do we calculate cumulative probabilities like ?
- What is the interpretation of a binomial distribution in real-life examples?
- How can we use a binomial distribution to model experiments with more trials or different probabilities?
- What are other methods for calculating binomial probabilities (e.g., using statistical software or tables)?
Tip: When calculating binomial probabilities, it’s helpful to use a calculator or statistical software for quick results, especially when the calculations involve large numbers.
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Math Problem Analysis
Mathematical Concepts
Probability
Binomial Distribution
Formulas
P(X = k) = C(n, k) * p^k * (1-p)^(n-k)
C(n, k) = n! / (k!(n-k)!)
Theorems
Binomial Probability Theorem
Suitable Grade Level
Grades 9-11
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