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Four different dice are thrown independe...

Four different dice are thrown independently 27 times, then find the expectation of number of times if at leat two of them shows either 5 or 3.

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To solve the problem of finding the expectation of the number of times at least two out of four different dice show either a 5 or a 3 when thrown independently 27 times, we can follow these steps: ### Step 1: Determine the Probability of a Die Showing 5 or 3 Each die has 6 faces, and the favorable outcomes for our event are showing either a 5 or a 3. Thus, the probability \( P \) of a die showing either a 5 or a 3 is: \[ P(\text{5 or 3}) = \frac{2}{6} = \frac{1}{3} \] ### Step 2: Determine the Probability of a Die Not Showing 5 or 3 The probability \( Q \) of a die not showing either a 5 or a 3 is: \[ Q = 1 - P = 1 - \frac{1}{3} = \frac{2}{3} \] ### Step 3: Define the Random Variable Let \( X \) be the random variable representing the number of dice (out of 4) that show either a 5 or a 3. We want to find \( P(X \geq 2) \). ### Step 4: Use the Complement Rule To find \( P(X \geq 2) \), we can use the complement rule: \[ P(X \geq 2) = 1 - P(X < 2) = 1 - (P(X = 0) + P(X = 1)) \] ### Step 5: Calculate \( P(X = 0) \) Using the binomial probability formula: \[ P(X = 0) = \binom{4}{0} P^0 Q^4 = 1 \cdot \left(\frac{1}{3}\right)^0 \cdot \left(\frac{2}{3}\right)^4 = \left(\frac{2}{3}\right)^4 = \frac{16}{81} \] ### Step 6: Calculate \( P(X = 1) \) Similarly, we calculate \( P(X = 1) \): \[ P(X = 1) = \binom{4}{1} P^1 Q^3 = 4 \cdot \left(\frac{1}{3}\right)^1 \cdot \left(\frac{2}{3}\right)^3 = 4 \cdot \frac{1}{3} \cdot \frac{8}{27} = \frac{32}{81} \] ### Step 7: Combine the Probabilities Now we can combine these probabilities to find \( P(X < 2) \): \[ P(X < 2) = P(X = 0) + P(X = 1) = \frac{16}{81} + \frac{32}{81} = \frac{48}{81} \] ### Step 8: Find \( P(X \geq 2) \) Now we can find \( P(X \geq 2) \): \[ P(X \geq 2) = 1 - P(X < 2) = 1 - \frac{48}{81} = \frac{33}{81} = \frac{11}{27} \] ### Step 9: Calculate the Expectation Since the dice are thrown 27 times, the expected number of times at least 2 dice show either a 5 or a 3 is: \[ E = 27 \cdot P(X \geq 2) = 27 \cdot \frac{11}{27} = 11 \] ### Final Answer Thus, the expectation of the number of times at least two of them show either 5 or 3 is: \[ \boxed{11} \]
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