Math Problem Statement

Let the discrete random variable X be the number of heads that appear in 16 tosses when tossing a fair coin. Find E(X),Var(X)

Solution

In this problem, we are dealing with the number of heads that appear in 16 tosses of a fair coin. The variable XX represents this number of heads, and it follows a binomial distribution since:

  1. Each coin toss is independent.
  2. The probability of heads (success) on any given toss is 0.5.

A binomial random variable XX can be defined as:

XBinomial(n,p)X \sim \text{Binomial}(n, p)

Where:

  • n=16n = 16 is the number of trials (tosses),
  • p=0.5p = 0.5 is the probability of success (getting heads).

1. Expected Value E(X)E(X)

For a binomial distribution, the expected value is given by:

E(X)=npE(X) = n \cdot p

Substituting the values:

E(X)=160.5=8E(X) = 16 \cdot 0.5 = 8

So, the expected number of heads in 16 tosses is 8.

2. Variance Var(X)\text{Var}(X)

For a binomial distribution, the variance is given by:

Var(X)=np(1p)\text{Var}(X) = n \cdot p \cdot (1 - p)

Substituting the values:

Var(X)=160.5(10.5)=160.50.5=4\text{Var}(X) = 16 \cdot 0.5 \cdot (1 - 0.5) = 16 \cdot 0.5 \cdot 0.5 = 4

So, the variance of XX is 4.

Summary:

  • E(X)=8E(X) = 8
  • Var(X)=4\text{Var}(X) = 4

Would you like more details or further explanations?

Related Questions:

  1. How do you calculate the standard deviation of XX?
  2. What is the probability of getting exactly 8 heads in 16 tosses?
  3. How does the binomial distribution change if the probability of heads is not 0.5?
  4. Can the number of heads be greater than 16? Why or why not?
  5. What is the cumulative probability of getting at most 10 heads in 16 tosses?

Tip:

In a binomial distribution, the standard deviation can be found using the square root of the variance, σ=Var(X)\sigma = \sqrt{\text{Var}(X)}.

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Math Problem Analysis

Mathematical Concepts

Probability
Binomial Distribution
Expected Value
Variance

Formulas

E(X) = n * p
Var(X) = n * p * (1 - p)

Theorems

Binomial Theorem

Suitable Grade Level

Grades 10-12