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Statistics question

2020 · 6 Sep · Shift 1 · Q31
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Statistics question

2020 · 6 Sep · Shift 1 · Q31

JEE MainMathematicsStatisticsMCQ+4 / −1
If ∑i=1n(xi−a)=n\sum\limits_{i = 1}^n {\left( {{x_i} - a} \right)} = ni=1∑n​(xi​−a)=n and ∑i=1n(xi−a)2=na\sum\limits_{i = 1}^n {{{\left( {{x_i} - a} \right)}^2}} = nai=1∑n​(xi​−a)2=na (n, a > 1) then the standard deviation of n observations x1 , x2 , ..., xn is :
  1. A
    aaa – 1
  2. B
    na−1n\sqrt {a - 1}na−1​
  3. C
    n(a−1)\sqrt {n\left( {a - 1} \right)}n(a−1)​
  4. D
    a−1\sqrt {a - 1}a−1​
View written solutionFree

Correct answer: D

  1. Let the mean of the observations x1,x2,…,xnx_1,x_2,\dots,x_nx1​,x2​,…,xn​ be xˉ\bar{x}xˉ.

Given: ∑i=1n(xi−a)=n\sum_{i=1}^n (x_i-a)=n∑i=1n​(xi​−a)=n So, ∑i=1nxi−na=n\sum_{i=1}^n x_i-na=n∑i=1n​xi​−na=n ∑i=1nxi=n(a+1)\sum_{i=1}^n x_i=n(a+1)∑i=1n​xi​=n(a+1) Hence, xˉ=1n∑i=1nxi=a+1\bar{x}=\frac{1}{n}\sum_{i=1}^n x_i=a+1xˉ=n1​∑i=1n​xi​=a+1

  1. We are also given: ∑i=1n(xi−a)2=na\sum_{i=1}^n (x_i-a)^2=na∑i=1n​(xi​−a)2=na

Now write xi−a=(xi−xˉ)+(xˉ−a)x_i-a=(x_i-\bar{x})+(\bar{x}-a)xi​−a=(xi​−xˉ)+(xˉ−a) Since xˉ=a+1\bar{x}=a+1xˉ=a+1, we get xi−a=(xi−xˉ)+1x_i-a=(x_i-\bar{x})+1xi​−a=(xi​−xˉ)+1

Therefore, ∑i=1n(xi−a)2=∑i=1n((xi−xˉ)+1)2\sum_{i=1}^n (x_i-a)^2=\sum_{i=1}^n \big((x_i-\bar{x})+1\big)^2∑i=1n​(xi​−a)2=∑i=1n​((xi​−xˉ)+1)2 Expand: =∑i=1n(xi−xˉ)2+2∑i=1n(xi−xˉ)+∑i=1n1=\sum_{i=1}^n (x_i-\bar{x})^2+2\sum_{i=1}^n (x_i-\bar{x})+\sum_{i=1}^n 1=∑i=1n​(xi​−xˉ)2+2∑i=1n​(xi​−xˉ)+∑i=1n​1 But, ∑i=1n(xi−xˉ)=0\sum_{i=1}^n (x_i-\bar{x})=0∑i=1n​(xi​−xˉ)=0 So, ∑i=1n(xi−a)2=∑i=1n(xi−xˉ)2+n\sum_{i=1}^n (x_i-a)^2=\sum_{i=1}^n (x_i-\bar{x})^2+n∑i=1n​(xi​−a)2=∑i=1n​(xi​−xˉ)2+n Given left side is nanana, hence na=∑i=1n(xi−xˉ)2+nna=\sum_{i=1}^n (x_i-\bar{x})^2+nna=∑i=1n​(xi​−xˉ)2+n ∑i=1n(xi−xˉ)2=n(a−1)\sum_{i=1}^n (x_i-\bar{x})^2=n(a-1)∑i=1n​(xi​−xˉ)2=n(a−1)

  1. Variance is σ2=1n∑i=1n(xi−xˉ)2\sigma^2=\frac{1}{n}\sum_{i=1}^n (x_i-\bar{x})^2σ2=n1​∑i=1n​(xi​−xˉ)2 So, σ2=1n⋅n(a−1)=a−1\sigma^2=\frac{1}{n}\cdot n(a-1)=a-1σ2=n1​⋅n(a−1)=a−1 Thus standard deviation is σ=a−1\sigma=\sqrt{a-1}σ=a−1​

  2. Checking options:

  • A: a−1a-1a−1 is the variance, not standard deviation.
  • B: na−1n\sqrt{a-1}na−1​ is incorrect.
  • C: n(a−1)\sqrt{n(a-1)}n(a−1)​ is incorrect.
  • D: a−1\sqrt{a-1}a−1​ is correct.

Therefore, the correct answer is D.

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