JEE Main & Advanced Mathematics Statistics Question Bank Critical Thinking

  • 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 :

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


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