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Statistics question

2023 · 6 Apr · Shift 2 · Q37
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Statistics question

2023 · 6 Apr · Shift 2 · Q37

JEE MainMathematicsStatisticsNumerical+4 / −1

If the mean and variance of the frequency distribution

xix_ixi​ 2 4 6 8 10 12 14 16
fif_ifi​ 4 4 α\alphaα 15 8 β\betaβ 4 5

are 9 and 15.08 respectively, then the value of α2+β2−αβ\alpha^2+\beta^2-\alpha\betaα2+β2−αβ is ‾\underline{\hspace{2cm}}​.

Numerical answer
View written solutionFree

Correct answer: 25

  1. Given distribution

The values are:

xi:2,4,6,8,10,12,14,16x_i: 2,4,6,8,10,12,14,16xi​:2,4,6,8,10,12,14,16

with corresponding frequencies

fi:4,4,α,15,8,β,4,5f_i: 4,4,\alpha,15,8,\beta,4,5fi​:4,4,α,15,8,β,4,5

Given:

  • Mean =9=9=9
  • Variance =15.08=15.08=15.08

We need to find:

α2+β2−αβ\alpha^2+\beta^2-\alpha\betaα2+β2−αβ


  1. Use the mean formula

Let total frequency be NNN.

N=4+4+α+15+8+β+4+5=40+α+βN=4+4+\alpha+15+8+\beta+4+5=40+\alpha+\betaN=4+4+α+15+8+β+4+5=40+α+β

Now,

∑fixi=4(2)+4(4)+α(6)+15(8)+8(10)+β(12)+4(14)+5(16)\sum f_i x_i = 4(2)+4(4)+\alpha(6)+15(8)+8(10)+\beta(12)+4(14)+5(16)∑fi​xi​=4(2)+4(4)+α(6)+15(8)+8(10)+β(12)+4(14)+5(16)

Compute the constant part:

4(2)=8,4(4)=16,15(8)=120,8(10)=80,4(14)=56,5(16)=804(2)=8,\quad 4(4)=16,\quad 15(8)=120,\quad 8(10)=80,\quad 4(14)=56,\quad 5(16)=804(2)=8,4(4)=16,15(8)=120,8(10)=80,4(14)=56,5(16)=80

So,

∑fixi=8+16+6α+120+80+12β+56+80\sum f_i x_i = 8+16+6\alpha+120+80+12\beta+56+80∑fi​xi​=8+16+6α+120+80+12β+56+80

∑fixi=360+6α+12β\sum f_i x_i = 360+6\alpha+12\beta∑fi​xi​=360+6α+12β

Since mean is 999,

360+6α+12β40+α+β=9\frac{360+6\alpha+12\beta}{40+\alpha+\beta}=940+α+β360+6α+12β​=9

So,

360+6α+12β=360+9α+9β360+6\alpha+12\beta = 360+9\alpha+9\beta360+6α+12β=360+9α+9β

6α+12β=9α+9β6\alpha+12\beta=9\alpha+9\beta6α+12β=9α+9β

3β=3α3\beta=3\alpha3β=3α

α=β\alpha=\betaα=β


  1. Use the variance formula

Variance is

σ2=∑fixi2N−(∑fixiN)2\sigma^2 = \frac{\sum f_i x_i^2}{N} - \left(\frac{\sum f_i x_i}{N}\right)^2σ2=N∑fi​xi2​​−(N∑fi​xi​​)2

Given mean =9=9=9 and variance =15.08=15.08=15.08,

∑fixi2N=15.08+92=15.08+81=96.08\frac{\sum f_i x_i^2}{N} = 15.08+9^2 = 15.08+81 = 96.08N∑fi​xi2​​=15.08+92=15.08+81=96.08

Now compute ∑fixi2\sum f_i x_i^2∑fi​xi2​:

∑fixi2=4(22)+4(42)+α(62)+15(82)+8(102)+β(122)+4(142)+5(162)\sum f_i x_i^2 = 4(2^2)+4(4^2)+\alpha(6^2)+15(8^2)+8(10^2)+\beta(12^2)+4(14^2)+5(16^2)∑fi​xi2​=4(22)+4(42)+α(62)+15(82)+8(102)+β(122)+4(142)+5(162)

=4(4)+4(16)+α(36)+15(64)+8(100)+β(144)+4(196)+5(256)=4(4)+4(16)+\alpha(36)+15(64)+8(100)+\beta(144)+4(196)+5(256)=4(4)+4(16)+α(36)+15(64)+8(100)+β(144)+4(196)+5(256)

Compute constants:

16+64+960+800+784+1280=390416+64+960+800+784+1280 = 390416+64+960+800+784+1280=3904

Thus,

∑fixi2=3904+36α+144β\sum f_i x_i^2 = 3904+36\alpha+144\beta∑fi​xi2​=3904+36α+144β

Since α=β\alpha=\betaα=β, let

α=β=t\alpha=\beta=tα=β=t

Then

N=40+2tN=40+2tN=40+2t

and

∑fixi2=3904+180t\sum f_i x_i^2 = 3904+180t∑fi​xi2​=3904+180t

Using

3904+180t40+2t=96.08\frac{3904+180t}{40+2t}=96.0840+2t3904+180t​=96.08

Multiply:

3904+180t=96.08(40+2t)3904+180t = 96.08(40+2t)3904+180t=96.08(40+2t)

3904+180t=3843.2+192.16t3904+180t = 3843.2+192.16t3904+180t=3843.2+192.16t

60.8=12.16t60.8 = 12.16t60.8=12.16t

t=5t=5t=5

Hence,

α=β=5\alpha=\beta=5α=β=5


  1. Required value

α2+β2−αβ=52+52−5⋅5\alpha^2+\beta^2-\alpha\beta = 5^2+5^2-5\cdot 5α2+β2−αβ=52+52−5⋅5

=25+25−25=25=25+25-25=25=25+25−25=25


  1. Comparison with stored answer

Stored correct answer: 252525

Our derived answer is also 252525, so they agree.

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