JEE Main & Advanced Mathematics Statistics Question Bank Self Evaluation Test - Statistics

  • question_answer
    Let r be the range and \[{{S}^{2}}=\frac{1}{n-1}\sum\limits_{i=1}^{n}{{{({{x}_{i}}-\bar{x})}^{2}}}\] be the S.D. of a set of observations \[{{x}_{1}},{{x}_{2}},...{{x}_{n}},\] then

    A) \[S\le r\sqrt{\frac{n}{n-1}}\]

    B) \[S=r\sqrt{\frac{n}{n-1}}\]

    C) \[S\ge r\sqrt{\frac{n}{n-1}}\]

    D) None of these

    Correct Answer: A

    Solution :

    [a] We have \[r=\max \left| {{x}_{i}}-{{x}_{j}} \right|\] and \[i\ne j\] \[{{S}^{2}}=\frac{1}{n-1}\sum\limits_{i=1}^{n}{{{({{x}_{i}}-\bar{x})}^{2}}}\] Now, consider \[{{({{x}_{i}}-\bar{x})}^{2}}={{\left( {{x}_{i}}-\frac{{{x}_{i}}+{{x}_{2}}+...+{{x}_{n}}}{n} \right)}^{2}}\] \[=\frac{1}{{{n}^{2}}}[({{x}_{i}}-{{x}_{1}})+({{x}_{i}}-{{x}_{2}})+...+({{x}_{i}}-{{x}_{i}}-1)]\] \[+({{x}_{i}}-{{x}_{i}}+1)+...+({{x}_{i}}-{{x}_{n}})]\le \frac{1}{{{n}^{2}}}{{[(n-1)r]}^{2}}\] \[\Rightarrow {{({{x}_{i}}-\bar{x})}^{2}}\le {{r}^{2}}\Rightarrow \sum\limits_{i=1}^{n}{{{({{x}_{i}}-\bar{x})}^{2}}\le n{{r}^{2}}}\] \[\Rightarrow \frac{1}{n-1}\sum\limits_{i=1}^{n}{{{({{x}_{i}}-\bar{x})}^{2}}\le \frac{n{{r}^{2}}}{(n-1)}\Rightarrow S\le r\sqrt{\frac{n}{n-1}}}\].


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