The probabilities of solving a question by \( A \) and \( B \) independently are \( \frac{1}{2} \) and \( \frac{1}{3} \) respectively. If both of them try to solve it independently, find the probability that:
Step 1: Define probabilities. Let \( P(A) = \frac{1}{2} \) be the probability that \( A \) solves the problem. Let \( P(B) = \frac{1}{3} \) be the probability that \( B \) solves the problem.
Step 2: Compute probability that neither solves it. \[ P(\text{none}) = P(\text{A fails}) \times P(\text{B fails}) \] Since the events are independent, \[ P(A'B') = (1 - P(A)) \times (1 - P(B)) \] \[ = \left( 1 - \frac{1}{2} \right) \times \left( 1 - \frac{1}{3} \right) \] \[ = \frac{1}{2} \times \frac{2}{3} = \frac{1}{3} \] Thus, the probability that none of them solve it is \( \frac{1}{3} \).
Step 3: Compute probability that at least one solves it. Using the complement rule: \[ P(\text{at least one}) = 1 - P(\text{none}) \] \[ = 1 - \frac{1}{3} = \frac{2}{3} \] Thus, the probability that at least one of them solves it is \( \frac{2}{3} \).
Let the mean and variance of 7 observations 2, 4, 10, x, 12, 14, y, where x>y, be 8 and 16 respectively. Two numbers are chosen from \(\{1, 2, 3, x-4, y, 5\}\) one after another without replacement, then the probability, that the smaller number among the two chosen numbers is less than 4, is:
If the mean and the variance of the data 
are $\mu$ and 19 respectively, then the value of $\lambda + \mu$ is