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The mean and variance of 20 observations...

The mean and variance of 20 observations are found to be 10 and 4 respectively. On rechecking, it was found that an observation 8 is incorrect. If the wrong observation is omitted, then the correct variance is

A

7

B

`(100)/(16)`

C

`(1400)/(361)`

D

`(1440)/(361)`

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The correct Answer is:
To solve the problem, we need to find the correct variance after omitting the incorrect observation of 8 from the original set of 20 observations. The original mean and variance are given as 10 and 4, respectively. ### Step-by-Step Solution: 1. **Identify the Given Data:** - Number of observations (n) = 20 - Mean (μ) = 10 - Variance (σ²) = 4 - Incorrect observation = 8 2. **Calculate the Total Sum of Observations:** The mean is calculated as: \[ \text{Mean} = \frac{\text{Total Sum}}{n} \] Therefore, the total sum of observations (S) can be calculated as: \[ S = \text{Mean} \times n = 10 \times 20 = 200 \] 3. **Calculate the Sum of Squares of Observations:** The variance is calculated as: \[ \text{Variance} = \frac{\text{Sum of Squares}}{n} - \left(\frac{\text{Total Sum}}{n}\right)^2 \] Rearranging gives: \[ \text{Sum of Squares} = n \times \text{Variance} + \left(\text{Total Sum}\right)^2/n \] Substituting the known values: \[ \text{Sum of Squares} = 20 \times 4 + \frac{200^2}{20} \] \[ = 80 + \frac{40000}{20} = 80 + 2000 = 2080 \] 4. **Adjust for the Incorrect Observation:** Since the observation 8 is incorrect, we need to remove it from the total sum and the sum of squares: - New total sum after removing 8: \[ S' = S - 8 = 200 - 8 = 192 \] - New sum of squares after removing \(8^2 = 64\): \[ \text{Sum of Squares}' = \text{Sum of Squares} - 64 = 2080 - 64 = 2016 \] 5. **Calculate the New Number of Observations:** After omitting one observation, the new number of observations (n') is: \[ n' = 20 - 1 = 19 \] 6. **Calculate the New Mean:** The new mean (μ') is: \[ \mu' = \frac{S'}{n'} = \frac{192}{19} \] 7. **Calculate the New Variance:** The new variance (σ²') is given by: \[ \sigma'^2 = \frac{\text{Sum of Squares}'}{n'} - \left(\mu'\right)^2 \] Substituting the values: \[ \sigma'^2 = \frac{2016}{19} - \left(\frac{192}{19}\right)^2 \] - Calculate \(\left(\frac{192}{19}\right)^2\): \[ \left(\frac{192}{19}\right)^2 = \frac{36864}{361} \] - Now calculate \(\frac{2016}{19}\): \[ \frac{2016}{19} = \frac{38304}{361} \] - Therefore, the new variance becomes: \[ \sigma'^2 = \frac{38304}{361} - \frac{36864}{361} = \frac{1440}{361} \] 8. **Final Answer:** The correct variance after omitting the wrong observation is: \[ \sigma'^2 = \frac{1440}{361} \]
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