Question
Mathematics Question on Probability
The probability of a boy winning a game is 32. Let n denote the least number of times he must play the game so that the probability of winning the game at least once is more than 90%, and X denotes that number of times he wins the game. Hence n, mean, variance, and standard deviation of the random variable X are respectively:
(A) 3
(B) 32
(C) 2
(D) 0.81
Choose the correct answer from the options given below:
(A), (C), (B), (D)
(A), (B), (C), (D)
(B), (A), (D), (C)
(C), (A), (D), (B)
(A), (C), (B), (D)
Solution
Finding n such that P(winning at least once)>0.9. The probability of losing a single game is:
P(loss)=1−32=31
The probability of losing all n games is:
P(losingalln games)=(31)n
The probability of winning at least once is:
P(winningatleastonce)=1−P(losingallngames)=1−(31)n
We require:
1−(31)n>0.9
(31)n<0.1
Taking the natural logarithm on both sides:
nln(31)<ln(0.1)
Since ln(31)<0, dividing by it reverses the inequality:
n>ln(31)ln(0.1)
Using approximate values:
ln(0.1)≈−2.3026, ln(31)≈−1.0986
n>−1.0986−2.3026≈2.1
Thus, the least integer n is:
n=3
Mean, variance, and standard deviation of X. The number of wins X follows a Binomial distribution with parameters n=3 and p=32. The mean, variance, and standard deviation are given by:
- Mean:
Mean =n⋅p=3⋅32=2
- Variance:
Variance =n⋅p⋅(1−p)=3⋅32⋅31=32≈0.67
- Standard deviation:
Standard Deviation =Variance=32≈0.816
Matching options. From the above calculations:
n=3 corresponds to (A).
Mean =2 corresponds to (C).
Variance =32 corresponds to (B).
Standard deviation =0.816 corresponds to (D).
Thus, the correct sequence is:
(A), (C), (B), (D)