Question:

The probability of a boy winning a game is \( \frac{2}{3} \). 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) \( \frac{2}{3} \)  
(C) 2  
(D) 0.81  
Choose the correct answer from the options given below: 

Updated On: Nov 28, 2024
  • (A), (C), (B), (D)

  • (A), (B), (C), (D)

  • (B), (A), (D), (C)
  • (C), (A), (D), (B)
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The Correct Option is A

Solution and Explanation

Finding $n$ such that $P(\text{winning at least once}) > 0.9$. The probability of losing a single game is:
$P(loss) = 1 - \frac{2}{3} = \frac{1}{3}$
The probability of losing all $n$ games is:
$P(losing all  n \text{ games}) = \left(\frac{1}{3}\right)^n$
The probability of winning at least once is:
$P(winning at least once) = 1 - P(losing all  n  games) = 1 - \left(\frac{1}{3}\right)^n$
We require:
$1 - \left(\frac{1}{3}\right)^n > 0.9$
$\left(\frac{1}{3}\right)^n < 0.1$
Taking the natural logarithm on both sides:
$n \ln\left(\frac{1}{3}\right) < \ln(0.1)$
Since $\ln\left(\frac{1}{3}\right) < 0$, dividing by it reverses the inequality:
$n > \frac{\ln(0.1)}{\ln\left(\frac{1}{3}\right)}$
Using approximate values:
$\ln(0.1) \approx -2.3026$, $\ln\left(\frac{1}{3}\right) \approx -1.0986$
$n > \frac{-2.3026}{-1.0986} \approx 2.1$
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 $p = \frac{2}{3}$. The mean, variance, and standard deviation are given by:
- Mean:
Mean $= n \cdot p = 3 \cdot \frac{2}{3} = 2$
- Variance:
Variance $= n \cdot p \cdot (1 - p) = 3 \cdot \frac{2}{3} \cdot \frac{1}{3} = \frac{2}{3} \approx 0.67$
- Standard deviation:
Standard Deviation $= \sqrt{\text{Variance}} = \sqrt{\frac{2}{3}} \approx 0.816$
Matching options. From the above calculations:
$n = 3$ corresponds to (A).
Mean $= 2$ corresponds to (C).
Variance $= \frac{2}{3}$ corresponds to (B).
Standard deviation $= 0.816$ corresponds to (D).
Thus, the correct sequence is:
(A), (C), (B), (D)

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