document.write( "Question 1177398: Find E(X) where X is the outcome when one rolls a six-sided balanced die. Find the mgf of X. Also, using the mgf of X, compute the variance of X.\r
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Algebra.Com's Answer #850471 by CPhill(2189) You can put this solution on YOUR website! Let's solve this problem step-by-step.\r \n" ); document.write( "\n" ); document.write( "**1. Find E(X)**\r \n" ); document.write( "\n" ); document.write( "* X represents the outcome of rolling a six-sided balanced die. \n" ); document.write( "* Possible values of X: 1, 2, 3, 4, 5, 6 \n" ); document.write( "* Probability of each outcome: 1/6\r \n" ); document.write( "\n" ); document.write( "The expected value of X is:\r \n" ); document.write( "\n" ); document.write( "* E(X) = Σ [x * P(X = x)] \n" ); document.write( "* E(X) = (1 * 1/6) + (2 * 1/6) + (3 * 1/6) + (4 * 1/6) + (5 * 1/6) + (6 * 1/6) \n" ); document.write( "* E(X) = (1/6) * (1 + 2 + 3 + 4 + 5 + 6) \n" ); document.write( "* E(X) = (1/6) * 21 \n" ); document.write( "* E(X) = 21/6 = 7/2 = 3.5\r \n" ); document.write( "\n" ); document.write( "**2. Find the Moment Generating Function (MGF) of X**\r \n" ); document.write( "\n" ); document.write( "The MGF of a discrete random variable X is:\r \n" ); document.write( "\n" ); document.write( "* MX(t) = E(e^(tX)) = Σ [e^(tx) * P(X = x)]\r \n" ); document.write( "\n" ); document.write( "In our case:\r \n" ); document.write( "\n" ); document.write( "* MX(t) = (1/6) * (e^t + e^(2t) + e^(3t) + e^(4t) + e^(5t) + e^(6t))\r \n" ); document.write( "\n" ); document.write( "**3. Compute the Variance of X Using the MGF**\r \n" ); document.write( "\n" ); document.write( "1. **Find MX'(t):**\r \n" ); document.write( "\n" ); document.write( " * MX'(t) = (1/6) * (e^t + 2e^(2t) + 3e^(3t) + 4e^(4t) + 5e^(5t) + 6e^(6t))\r \n" ); document.write( "\n" ); document.write( "2. **Find MX''(t):**\r \n" ); document.write( "\n" ); document.write( " * MX''(t) = (1/6) * (e^t + 4e^(2t) + 9e^(3t) + 16e^(4t) + 25e^(5t) + 36e^(6t))\r \n" ); document.write( "\n" ); document.write( "3. **Find E(X) and E(X²) using the MGF:**\r \n" ); document.write( "\n" ); document.write( " * E(X) = MX'(0) = (1/6) * (1 + 2 + 3 + 4 + 5 + 6) = 21/6 = 7/2 = 3.5 \n" ); document.write( " * E(X²) = MX''(0) = (1/6) * (1 + 4 + 9 + 16 + 25 + 36) = 91/6\r \n" ); document.write( "\n" ); document.write( "4. **Calculate Var(X):**\r \n" ); document.write( "\n" ); document.write( " * Var(X) = E(X²) - [E(X)]² \n" ); document.write( " * Var(X) = 91/6 - (7/2)² \n" ); document.write( " * Var(X) = 91/6 - 49/4 \n" ); document.write( " * Var(X) = (182 - 147) / 12 \n" ); document.write( " * Var(X) = 35/12\r \n" ); document.write( "\n" ); document.write( "**Answers**\r \n" ); document.write( "\n" ); document.write( "* E(X) = 3.5 \n" ); document.write( "* MX(t) = (1/6) * (e^t + e^(2t) + e^(3t) + e^(4t) + e^(5t) + e^(6t)) \n" ); document.write( "* Var(X) = 35/12 \n" ); document.write( " \n" ); document.write( " |