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Let the mean and variance of the frequen...

Let the mean and variance of the frequency distribution
`{:(x:,x_(1)=2,x_(2)=6,x_(3)=8,x_(4)=9),(f:," "4," "4," "alpha," "beta):}`
be 6 and 6.8 respectively. If ` x_(3)` is changed from 8 to 7, then the mean for the new data will be:

A

4

B

5

C

`(17)/(3)`

D

`(16)/(3)`

Text Solution

AI Generated Solution

The correct Answer is:
To solve the problem step by step, we need to find the new mean after changing \( x_3 \) from 8 to 7 in the given frequency distribution. ### Given Data: - Frequency distribution: - \( x_1 = 2, f_1 = 4 \) - \( x_2 = 6, f_2 = 4 \) - \( x_3 = 8, f_3 = \alpha \) - \( x_4 = 9, f_4 = \beta \) - Mean \( \bar{x} = 6 \) - Variance \( \sigma^2 = 6.8 \) ### Step 1: Calculate the total frequency and the sum of \( f_i x_i \) The total frequency \( N \) is given by: \[ N = f_1 + f_2 + f_3 + f_4 = 4 + 4 + \alpha + \beta \] \[ N = 8 + \alpha + \beta \] The sum of \( f_i x_i \) is given by: \[ \sum f_i x_i = f_1 x_1 + f_2 x_2 + f_3 x_3 + f_4 x_4 = 4 \cdot 2 + 4 \cdot 6 + \alpha \cdot 8 + \beta \cdot 9 \] \[ \sum f_i x_i = 8 + 24 + 8\alpha + 9\beta = 32 + 8\alpha + 9\beta \] ### Step 2: Set up the equation for the mean Using the formula for the mean: \[ \bar{x} = \frac{\sum f_i x_i}{N} \] Substituting the known values: \[ 6 = \frac{32 + 8\alpha + 9\beta}{8 + \alpha + \beta} \] Cross-multiplying gives: \[ 6(8 + \alpha + \beta) = 32 + 8\alpha + 9\beta \] \[ 48 + 6\alpha + 6\beta = 32 + 8\alpha + 9\beta \] Rearranging gives: \[ 48 - 32 = 8\alpha - 6\alpha + 9\beta - 6\beta \] \[ 16 = 2\alpha + 3\beta \quad \text{(Equation 1)} \] ### Step 3: Set up the equation for the variance The variance is given by: \[ \sigma^2 = \frac{\sum f_i (x_i - \bar{x})^2}{N} \] We need to calculate \( \sum f_i (x_i - \bar{x})^2 \): \[ (x_1 - \bar{x}) = 2 - 6 = -4 \quad \Rightarrow \quad (x_1 - \bar{x})^2 = 16 \] \[ (x_2 - \bar{x}) = 6 - 6 = 0 \quad \Rightarrow \quad (x_2 - \bar{x})^2 = 0 \] \[ (x_3 - \bar{x}) = 8 - 6 = 2 \quad \Rightarrow \quad (x_3 - \bar{x})^2 = 4 \] \[ (x_4 - \bar{x}) = 9 - 6 = 3 \quad \Rightarrow \quad (x_4 - \bar{x})^2 = 9 \] Now, calculating \( \sum f_i (x_i - \bar{x})^2 \): \[ \sum f_i (x_i - \bar{x})^2 = 4 \cdot 16 + 4 \cdot 0 + \alpha \cdot 4 + \beta \cdot 9 \] \[ = 64 + 0 + 4\alpha + 9\beta = 64 + 4\alpha + 9\beta \] Setting up the variance equation: \[ 6.8 = \frac{64 + 4\alpha + 9\beta}{8 + \alpha + \beta} \] Cross-multiplying gives: \[ 6.8(8 + \alpha + \beta) = 64 + 4\alpha + 9\beta \] \[ 54.4 + 6.8\alpha + 6.8\beta = 64 + 4\alpha + 9\beta \] Rearranging gives: \[ 54.4 - 64 = 4\alpha - 6.8\alpha + 9\beta - 6.8\beta \] \[ -9.6 = -2.8\alpha + 2.2\beta \quad \text{(Equation 2)} \] ### Step 4: Solve the equations From Equation 1: \[ 2\alpha + 3\beta = 16 \quad \text{(1)} \] From Equation 2: \[ 2.8\alpha - 2.2\beta = 9.6 \quad \text{(2)} \] We can solve these two equations simultaneously to find \( \alpha \) and \( \beta \). ### Step 5: Substitute \( x_3 = 7 \) and find the new mean After finding \( \alpha \) and \( \beta \), we substitute \( x_3 = 7 \) and recalculate the mean: \[ \sum f_i x_i = 4 \cdot 2 + 4 \cdot 6 + \alpha \cdot 7 + \beta \cdot 9 \] \[ = 8 + 24 + 7\alpha + 9\beta \] The new total frequency remains \( N = 8 + \alpha + \beta \). ### Step 6: Calculate the new mean The new mean will be: \[ \bar{x}_{new} = \frac{8 + 24 + 7\alpha + 9\beta}{8 + \alpha + \beta} \] ### Final Calculation After substituting the values of \( \alpha \) and \( \beta \) obtained from solving the equations, we can calculate the new mean.
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