document.write( "Question 1162676: A random variable X is exponentially distributed with an expected value of 67.
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document.write( "a-1. What is the rate parameter λ? (Round your answer to 3 decimal places.)
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document.write( "a-2. What is the standard deviation of X?
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document.write( "b. Compute P(58 ≤ X ≤ 76). (Round intermediate calculations to at least 4 decimal places and final answer to 4 decimal places.)
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document.write( "c. Compute P(55 ≤ X ≤ 79). (Round intermediate calculations to at least 4 decimal places and final answer to 4 decimal places.)
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Algebra.Com's Answer #854397 by CPhill(2261) You can put this solution on YOUR website! For an exponentially distributed random variable $X$, we use the properties of the exponential distribution where the mean is $\mu = \frac{1}{\lambda}$.\r \n" ); document.write( "\n" ); document.write( "### a-1. What is the rate parameter $\lambda$? \n" ); document.write( "The relationship between the expected value and the rate parameter is $E[X] = \frac{1}{\lambda}$. \n" ); document.write( "$$\lambda = \frac{1}{67} \approx 0.014925$$ \n" ); document.write( "Rounding to 3 decimal places: \n" ); document.write( "**$\lambda = 0.015$**\r \n" ); document.write( "\n" ); document.write( "### a-2. What is the standard deviation of $X$? \n" ); document.write( "For the exponential distribution, the standard deviation ($\sigma$) is equal to the mean ($E[X]$). \n" ); document.write( "$$\sigma = 67$$ \n" ); document.write( "**Standard deviation = 67**\r \n" ); document.write( "\n" ); document.write( "---\r \n" ); document.write( "\n" ); document.write( "### b. Compute $P(58 \leq X \leq 76)$ \n" ); document.write( "The cumulative distribution function (CDF) for an exponential distribution is $F(x) = 1 - e^{-\lambda x}$. To find the probability between two values, we use $P(a \leq X \leq b) = e^{-\lambda a} - e^{-\lambda b}$.\r \n" ); document.write( "\n" ); document.write( "Using the precise $\lambda = \frac{1}{67} \approx 0.014925$: \n" ); document.write( "* $e^{-(0.014925 \times 58)} = e^{-0.865671} \approx 0.4208$ \n" ); document.write( "* $e^{-(0.014925 \times 76)} = e^{-1.134328} \approx 0.3216$\r \n" ); document.write( "\n" ); document.write( "$$P(58 \leq X \leq 76) = 0.42077 - 0.32164 = 0.09913$$ \n" ); document.write( "Rounding to 4 decimal places: \n" ); document.write( "**$P(58 \leq X \leq 76) = 0.0991$**\r \n" ); document.write( "\n" ); document.write( "---\r \n" ); document.write( "\n" ); document.write( "### c. Compute $P(55 \leq X \leq 79)$ \n" ); document.write( "Using the same method: \n" ); document.write( "* $e^{-(0.014925 \times 55)} = e^{-0.820895} \approx 0.4401$ \n" ); document.write( "* $e^{-(0.014925 \times 79)} = e^{-1.179104} \approx 0.3076$\r \n" ); document.write( "\n" ); document.write( "$$P(55 \leq X \leq 79) = 0.44005 - 0.30757 = 0.13248$$ \n" ); document.write( "Rounding to 4 decimal places: \n" ); document.write( "**$P(55 \leq X \leq 79) = 0.1325$** \n" ); document.write( " |