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JEE Advanced 2024 · Probability (Class 12)

Let XX be a random variable, and let P(X=x)P(X = x) denote the probability that XX takes the value xx. Suppose that the points (x,P(X=x))(x, P(X = x)), x=0,1,2,3,4x = 0, 1, 2, 3, 4 lie on a fixed straight line in the xyxy-plane, and P(X=x)=0P(X = x) = 0 for all x∈R−{0,1,2,3,4}x \in \mathbb{R} - \{0, 1, 2, 3, 4\}. If the mean of XX is 52\frac{5}{2}, and the variance of XX is α\alpha, then the value of 24α24\alpha is _______.

Answer: 4242

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Given: (x,P(X=x)) lie on a straight line for x=0,1,2,3,4\text{Given: } (x, P(X=x)) \text{ lie on a straight line for } x = 0,1,2,3,4 P(X=x)=0  for  x∈R−{0,1,2,3,4}P(X=x) = 0 \ \text{ for } \ x \in \mathbb{R} - \{0,1,2,3,4\} Mean(X)=52,Variance(X)=α\text{Mean}(X) = \dfrac{5}{2}, \qquad \text{Variance}(X) = \alpha To find: 24α\text{To find: } 24\alpha P(X=k)=a+bk,k=0,1,2,3,4P(X=k) = a + bk, \qquad k = 0,1,2,3,4 P(X=k)=a+bk is the line through these five pointsP(X=k) = a + bk \text{ is the line through these five points} ∑k=04P(X=k)=1,∑k=04k P(X=k)=52\sum_{k=0}^{4} P(X=k) = 1, \qquad \sum_{k=0}^{4} k\,P(X=k) = \dfrac{5}{2} ∑k=04(a+bk)=5a+10b=1\sum_{k=0}^{4}(a+bk) = 5a + 10b = 1 ∑k=04k(a+bk)=10a+30b=52\sum_{k=0}^{4} k(a+bk) = 10a + 30b = \dfrac{5}{2} 2×(5a+10b=1):10a+20b=22 \times (5a + 10b = 1): \quad 10a + 20b = 2 10b=52−2=12⇒b=12010b = \dfrac{5}{2} - 2 = \dfrac{1}{2} \quad \Rightarrow \quad b = \dfrac{1}{20} 5a+12=1⇒a=1105a + \dfrac{1}{2} = 1 \quad \Rightarrow \quad a = \dfrac{1}{10} P(X=k)=110+k20=2+k20P(X=k) = \dfrac{1}{10} + \dfrac{k}{20} = \dfrac{2+k}{20} P=(220,320,420,520,620)P = \left(\dfrac{2}{20}, \dfrac{3}{20}, \dfrac{4}{20}, \dfrac{5}{20}, \dfrac{6}{20}\right) E[X2]=∑k=04k2P(X=k)=0+3+16+45+9620=16020=8E[X^2] = \sum_{k=0}^{4} k^2 P(X=k) = \dfrac{0 + 3 + 16 + 45 + 96}{20} = \dfrac{160}{20} = 8 α=E[X2]−(E[X])2=8−(52)2\alpha = E[X^2] - (E[X])^2 = 8 - \left(\dfrac{5}{2}\right)^2 =8−254=32−254=74= 8 - \dfrac{25}{4} = \dfrac{32 - 25}{4} = \dfrac{7}{4} 24α=24×74=6×7=4224\alpha = 24 \times \dfrac{7}{4} = 6 \times 7 = 42

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