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Let X be a random variable with probability mass functionx -3 6 9pX (x) 1/6 1/2 1/3Find E(X), E(X2) and E(2X + 1)2

Question

Let X be a random variable with probability mass function

-3 6 9
pX (x)
1/6 1/2 1/3
Find E(X), E(X²) and E(2X + 1)²

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Solution

1. Break Down the Problem

We need to find the following:

  1. E(X) E(X) - the expected value of X X
  2. E(X2) E(X^2) - the expected value of X2 X^2
  3. E(2X+1) E(2X + 1) - the expected value of the linear transformation of X X

2. Relevant Concepts

  • The expected value E(X) E(X) can be calculated using the formula: E(X)=xxpX(x) E(X) = \sum_{x} x \cdot p_X(x)

  • Similarly, the expected value E(X2) E(X^2) is calculated using: E(X2)=xx2pX(x) E(X^2) = \sum_{x} x^2 \cdot p_X(x)

  • The expected value of a linear transformation can be derived from the linearity of expectation: E(aX+b)=aE(X)+b E(aX + b) = a \cdot E(X) + b For E(2X+1) E(2X + 1) , a=2 a = 2 and b=1 b = 1 .

3. Analysis and Detail

Step 1: Calculate E(X) E(X)

Given data:

  • x=3,6,9 x = -3, 6, 9
  • pX(3)=16,pX(6)=12,pX(9)=13 p_X(-3) = \frac{1}{6}, \, p_X(6) = \frac{1}{2}, \, p_X(9) = \frac{1}{3}

Using the formula for expected value: E(X)=(3)16+612+913 E(X) = (-3) \cdot \frac{1}{6} + 6 \cdot \frac{1}{2} + 9 \cdot \frac{1}{3} Calculating each term: E(X)=36+636+926=12+9+6=12+15=292 E(X) = -\frac{3}{6} + \frac{6 \cdot 3}{6} + \frac{9 \cdot 2}{6} = -\frac{1}{2} + 9 + 6 = -\frac{1}{2} + 15 = \frac{29}{2}

Step 2: Calculate E(X2) E(X^2)

Using the formula: E(X2)=(3)216+6212+9213 E(X^2) = (-3)^2 \cdot \frac{1}{6} + 6^2 \cdot \frac{1}{2} + 9^2 \cdot \frac{1}{3} Calculating each term: E(X2)=916+3612+8113=96+3636+8126=96+1086+1626=2796 E(X^2) = 9 \cdot \frac{1}{6} + 36 \cdot \frac{1}{2} + 81 \cdot \frac{1}{3} = \frac{9}{6} + \frac{36 \cdot 3}{6} + \frac{81 \cdot 2}{6} = \frac{9}{6} + \frac{108}{6} + \frac{162}{6} = \frac{279}{6}

Step 3: Calculate E(2X+1) E(2X + 1)

Using the linear transformation formula: E(2X+1)=2E(X)+1=2292+1=29+1=30 E(2X + 1) = 2 \cdot E(X) + 1 = 2 \cdot \frac{29}{2} + 1 = 29 + 1 = 30

4. Verify and Summarize

The calculations for E(X) E(X) , E(X2) E(X^2) , and E(2X+1) E(2X + 1) were performed step by step, ensuring each component was accounted for accordingly.

Final Answer

  • E(X)=292 E(X) = \frac{29}{2}
  • E(X2)=2796 E(X^2) = \frac{279}{6}
  • E(2X+1)=30 E(2X + 1) = 30

This problem has been solved

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