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Statistics question

2010 · Shift 0 · Q27
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Statistics question

2010 · Shift 0 · Q27

JEE MainMathematicsStatisticsMCQ+4 / −1
For two data sets, each of size 5, the variances are given to be 4 and 5 and the corresponding means are given to be 2 and 4, respectively. The variance of the combined data set is
  1. A
    52{5 \over 2}25​
  2. B
    112{11 \over 2}211​
  3. C
    6
  4. D
    132{13 \over 2}213​
View written solutionFree

Correct answer: B

  1. Let the two data sets be XXX and YYY, each of size 555.

    • For set XXX: n1=5,xˉ=2,σ12=4n_1=5,\quad \bar{x}=2,\quad \sigma_1^2=4n1​=5,xˉ=2,σ12​=4
    • For set YYY: n2=5,yˉ=4,σ22=5n_2=5,\quad \bar{y}=4,\quad \sigma_2^2=5n2​=5,yˉ​=4,σ22​=5
  2. First find the mean of the combined data set.

    Since both sets have equal size, zˉ=n1xˉ+n2yˉn1+n2\bar{z}=\frac{n_1\bar{x}+n_2\bar{y}}{n_1+n_2}zˉ=n1​+n2​n1​xˉ+n2​yˉ​​ zˉ=5⋅2+5⋅410=10+2010=3\bar{z}=\frac{5\cdot 2+5\cdot 4}{10}=\frac{10+20}{10}=3zˉ=105⋅2+5⋅4​=1010+20​=3

  3. Use the formula for combined variance: σ2=n1(σ12+(xˉ−zˉ)2)+n2(σ22+(yˉ−zˉ)2)n1+n2\sigma^2=\frac{n_1\left(\sigma_1^2+(\bar{x}-\bar{z})^2\right)+n_2\left(\sigma_2^2+(\bar{y}-\bar{z})^2\right)}{n_1+n_2}σ2=n1​+n2​n1​(σ12​+(xˉ−zˉ)2)+n2​(σ22​+(yˉ​−zˉ)2)​

  4. Substitute the values: σ2=5(4+(2−3)2)+5(5+(4−3)2)10\sigma^2=\frac{5\left(4+(2-3)^2\right)+5\left(5+(4-3)^2\right)}{10}σ2=105(4+(2−3)2)+5(5+(4−3)2)​

    Now simplify: σ2=5(4+1)+5(5+1)10\sigma^2=\frac{5(4+1)+5(5+1)}{10}σ2=105(4+1)+5(5+1)​ σ2=5⋅5+5⋅610\sigma^2=\frac{5\cdot 5+5\cdot 6}{10}σ2=105⋅5+5⋅6​ σ2=25+3010\sigma^2=\frac{25+30}{10}σ2=1025+30​ σ2=5510=112\sigma^2=\frac{55}{10}=\frac{11}{2}σ2=1055​=211​

  5. Therefore, the variance of the combined data set is 112\boxed{\frac{11}{2}}211​​

  6. Checking options:

    • A: 52\frac{5}{2}25​
    • B: 112\frac{11}{2}211​ ✅
    • C: 666
    • D: 132\frac{13}{2}213​

So the correct option is B.

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