
Answer-first summary for fast verification
Answer: 35.0
## Explanation Since X and Y are independent, we can use the property that for independent random variables: \[E(XY) = E(X) \cdot E(Y)\] **Step 1: Calculate E(X)** Marginal probabilities for X: - P(X=2) = 5% + 15% + 5% = 25% - P(X=7) = 10% + 30% + 10% = 50% - P(X=12) = 5% + 15% + 5% = 25% \[E(X) = 2 \times 0.25 + 7 \times 0.50 + 12 \times 0.25 = 0.5 + 3.5 + 3.0 = 7.0\] **Step 2: Calculate E(Y)** Marginal probabilities for Y: - P(Y=1) = 5% + 10% + 5% = 20% - P(Y=3) = 15% + 30% + 15% = 60% - P(Y=5) = 5% + 10% + 5% = 20% \[E(Y) = 1 \times 0.20 + 3 \times 0.60 + 5 \times 0.20 = 0.2 + 1.8 + 1.0 = 3.0\] **Step 3: Calculate E(XY)** \[E(XY) = E(X) \cdot E(Y) = 7.0 \times 3.0 = 21.0\] However, let me verify this by direct calculation: \[E(XY) = \sum_{x,y} x \cdot y \cdot P(X=x, Y=y)\] \[E(XY) = (2\times1\times0.05) + (2\times3\times0.15) + (2\times5\times0.05) + (7\times1\times0.10) + (7\times3\times0.30) + (7\times5\times0.10) + (12\times1\times0.05) + (12\times3\times0.15) + (12\times5\times0.05)\] \[E(XY) = 0.1 + 0.9 + 0.5 + 0.7 + 6.3 + 3.5 + 0.6 + 5.4 + 3.0 = 21.0\] Wait, I made an error in my initial calculation. The direct calculation gives 21.0, which matches option B. **Correction:** The correct answer is **B. 21.0** For independent random variables, E(XY) = E(X) × E(Y) = 7.0 × 3.0 = 21.0, which is confirmed by the direct calculation.
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The following probability matrix contains the joint probabilities for random variables X = {2, 7, or 12} and Y = {1, 3, or 5}:
| Y | |||
|---|---|---|---|
| 1 | 3 | 5 | |
| X | |||
| 2 | 5% | 15% | 5% |
| 7 | 10% | 30% | 10% |
| 12 | 5% | 15% | 5% |
We are informed that (X) and (Y) are independent. What is the expected value of the product of X and Y, E(XY)?
A
15.0
B
21.0
C
30.5
D
35.0
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