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Statistics question

2024 · 1 Feb · Shift 2 · Q40
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Statistics question

2024 · 1 Feb · Shift 2 · Q40

JEE MainMathematicsStatisticsMCQ+4 / −1
Consider 10 observations x1,x2,…,x10x_1, x_2, \ldots, x_{10}x1​,x2​,…,x10​ such that ∑i=110(xi−α)=2\sum\limits_{i=1}^{10}\left(x_i-\alpha\right)=2i=1∑10​(xi​−α)=2 and ∑i=110(xi−β)2=40\sum\limits_{i=1}^{10}\left(x_i-\beta\right)^2=40i=1∑10​(xi​−β)2=40, where α,β\alpha, \betaα,β are positive integers. Let the mean and the variance of the observations be 65\frac{6}{5}56​ and 8425\frac{84}{25}2584​ respectively. Then βα\frac{\beta}{\alpha}αβ​ is equal to :
  1. A
    2
  2. B
    1
  3. C
    52\frac{5}{2}25​
  4. D
    32\frac{3}{2}23​
View written solutionFree

Correct answer: A

  1. Given data

There are 101010 observations x1,x2,…,x10x_1,x_2,\dots,x_{10}x1​,x2​,…,x10​.

We are given: ∑i=110(xi−α)=2\sum_{i=1}^{10}(x_i-\alpha)=2∑i=110​(xi​−α)=2 and ∑i=110(xi−β)2=40.\sum_{i=1}^{10}(x_i-\beta)^2=40.∑i=110​(xi​−β)2=40.

Also, mean xˉ=65\bar{x}=\frac{6}{5}xˉ=56​ and variance σ2=8425\sigma^2=\frac{84}{25}σ2=2584​.


  1. Use the mean to find ∑xi\sum x_i∑xi​

Since there are 101010 observations, ∑i=110xi=10⋅65=12.\sum_{i=1}^{10} x_i = 10\cdot \frac{6}{5}=12.∑i=110​xi​=10⋅56​=12.

Now, ∑i=110(xi−α)=∑xi−10α=2.\sum_{i=1}^{10}(x_i-\alpha)=\sum x_i-10\alpha=2.∑i=110​(xi​−α)=∑xi​−10α=2. So, 12−10α=212-10\alpha=212−10α=2 10α=1010\alpha=1010α=10 α=1.\alpha=1.α=1.


  1. Use the variance to find ∑xi2\sum x_i^2∑xi2​

Variance of 101010 observations is σ2=110∑i=110(xi−xˉ)2.\sigma^2=\frac{1}{10}\sum_{i=1}^{10}(x_i-\bar{x})^2.σ2=101​∑i=110​(xi​−xˉ)2.

Thus, ∑i=110(xi−xˉ)2=10⋅8425=1685.\sum_{i=1}^{10}(x_i-\bar{x})^2=10\cdot \frac{84}{25}=\frac{168}{5}.∑i=110​(xi​−xˉ)2=10⋅2584​=5168​.

Now use ∑(xi−xˉ)2=∑xi2−10xˉ2.\sum (x_i-\bar{x})^2=\sum x_i^2-10\bar{x}^2.∑(xi​−xˉ)2=∑xi2​−10xˉ2. So,

=\frac{168}{5}+10\left(\frac{6}{5}\right)^2.$$ Compute: $$10\left(\frac{6}{5}\right)^2=10\cdot \frac{36}{25}=\frac{72}{5}.$$ Hence, $$\sum x_i^2=\frac{168}{5}+\frac{72}{5}=\frac{240}{5}=48.$$ --- 4. **Use the second condition to find $\beta$** Expand: $$\sum_{i=1}^{10}(x_i-\beta)^2=\sum x_i^2-2\beta\sum x_i+10\beta^2=40.$$ Substitute $\sum x_i^2=48$ and $\sum x_i=12$: $$48-2\beta(12)+10\beta^2=40.$$ So, $$48-24\beta+10\beta^2=40$$ $$10\beta^2-24\beta+8=0$$ $$5\beta^2-12\beta+4=0.$$ Solve: $$5\beta^2-12\beta+4=(5\beta-2)(\beta-2)=0.$$ Thus, $$\beta=\frac{2}{5} \quad \text{or} \quad \beta=2.$$ But $\beta$ is a positive integer, so $$\beta=2.$$ --- 5. **Find $\frac{\beta}{\alpha}$** Since $\alpha=1$ and $\beta=2$, $$\frac{\beta}{\alpha}=\frac{2}{1}=2.$$ --- 6. **Check options** The correct option is: $$\boxed{\text{A: }2}$$
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