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The standard deviation of the first n na...

The standard deviation of the first n natural numbers is

A

`(sqrt(n^(2)+1))/(12)`

B

`(n^(2)-1)/(12)`

C

`sqrt((n^(2)-1)/(12))`

D

`(n^(2)+1)/(12)`

Text Solution

AI Generated Solution

The correct Answer is:
To find the standard deviation of the first \( n \) natural numbers, we will follow these steps: ### Step 1: Calculate the Mean of the First \( n \) Natural Numbers The mean \( \mu \) of the first \( n \) natural numbers can be calculated using the formula: \[ \mu = \frac{\text{Sum of all observations}}{\text{Total number of observations}} \] The sum of the first \( n \) natural numbers is given by: \[ 1 + 2 + 3 + \ldots + n = \frac{n(n + 1)}{2} \] Thus, the mean is: \[ \mu = \frac{\frac{n(n + 1)}{2}}{n} = \frac{n + 1}{2} \] ### Step 2: Calculate the Variance The variance \( \sigma^2 \) is given by the formula: \[ \sigma^2 = \frac{\sum x_i^2}{n} - \left(\frac{\sum x_i}{n}\right)^2 \] Where \( \sum x_i^2 \) is the sum of the squares of the first \( n \) natural numbers. The formula for the sum of squares is: \[ 1^2 + 2^2 + 3^2 + \ldots + n^2 = \frac{n(n + 1)(2n + 1)}{6} \] Now substituting into the variance formula: \[ \sigma^2 = \frac{\frac{n(n + 1)(2n + 1)}{6}}{n} - \left(\frac{n + 1}{2}\right)^2 \] This simplifies to: \[ \sigma^2 = \frac{(n + 1)(2n + 1)}{6} - \frac{(n + 1)^2}{4} \] ### Step 3: Simplify the Variance Expression To combine the two terms, we need a common denominator, which is 12: \[ \sigma^2 = \frac{2(n + 1)(2n + 1)}{12} - \frac{3(n + 1)^2}{12} \] This leads to: \[ \sigma^2 = \frac{2(n + 1)(2n + 1) - 3(n + 1)^2}{12} \] Factoring out \( (n + 1) \): \[ \sigma^2 = \frac{(n + 1)(2(2n + 1) - 3(n + 1))}{12} \] Now simplifying the expression inside the parentheses: \[ 2(2n + 1) - 3(n + 1) = 4n + 2 - 3n - 3 = n - 1 \] Thus, we have: \[ \sigma^2 = \frac{(n + 1)(n - 1)}{12} \] ### Step 4: Calculate the Standard Deviation The standard deviation \( \sigma \) is the square root of the variance: \[ \sigma = \sqrt{\sigma^2} = \sqrt{\frac{(n + 1)(n - 1)}{12}} = \frac{\sqrt{n^2 - 1}}{\sqrt{12}} = \frac{\sqrt{n^2 - 1}}{2\sqrt{3}} \] ### Final Answer Thus, the standard deviation of the first \( n \) natural numbers is: \[ \sigma = \frac{\sqrt{n^2 - 1}}{2\sqrt{3}} \] ---
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