Math Problem Statement
Compute the mean and variance of the number of heads that appear in 3 flips of a fair coin.
Solution
To compute the mean and variance of the number of heads in 3 flips of a fair coin, we approach the problem as follows:
Step 1: Define the random variable
Let be the random variable representing the number of heads that appear in 3 flips of a fair coin. Each coin flip is a Bernoulli trial with two outcomes: heads (success) or tails (failure), where the probability of heads is .
Thus, is the sum of 3 independent Bernoulli trials. We can write: where each is a Bernoulli random variable that takes the value 1 with probability (heads) and 0 with probability (tails).
Step 2: Mean (Expected value)
The expected value of a Bernoulli random variable is: Since is the sum of 3 independent Bernoulli trials: Thus, the mean (expected number of heads) is:
Step 3: Variance
The variance of a Bernoulli random variable is: Since are independent, the variance of their sum is the sum of their variances:
Final Answer:
- Mean (Expected value) of the number of heads:
- Variance of the number of heads:
Do you want further details on any specific part or another question?
Here are some related questions to expand on this concept:
- What is the probability of getting exactly 2 heads in 3 flips of a fair coin?
- How does the variance change if the number of flips is increased to 5?
- What is the standard deviation of the number of heads in 3 flips of a fair coin?
- Can you find the probability distribution of the number of heads in 3 flips?
- What is the expected value if the coin is biased with for heads?
Tip: The mean of a binomial distribution can be calculated as and the variance as .
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Math Problem Analysis
Mathematical Concepts
Probability Theory
Random Variables
Bernoulli Trials
Binomial Distribution
Formulas
E(X) = n * p
Var(X) = n * p * (1 - p)
Theorems
Law of Expectation
Variance of Independent Random Variables
Suitable Grade Level
Grades 9-12
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