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Exercise 11.4 · Q1

Q.For the random variable XX with the given probability mass function below, find the mean and variance.

(i) f(x)=110f(x)=\dfrac1{10} for x=2,5x=2,5 and f(x)=15f(x)=\dfrac15 for x=0,1,3,4x=0,1,3,4.
(ii) f(x)=4−x6f(x)=\dfrac{4-x}{6} for x=1,2,3x=1,2,3.
(iii) f(x)=2(x−1)f(x)=2(x-1) for 1<x<21<x<2, and 00 otherwise.
(iv) f(x)=12e−x/2f(x)=\dfrac12e^{-x/2} for x>0x>0, and 00 otherwise.
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✓ Free question

Each part uses E(X)=∑xf(x)E(X)=\sum xf(x) (or ∫xf(x)dx\int xf(x)dx) and E(X2)=∑x2f(x)E(X^2)=\sum x^2f(x) (or ∫x2f(x)dx\int x^2f(x)dx), then V(X)=E(X2)−(E(X))2V(X)=E(X^2)-(E(X))^2.

Part (i): f(x)=110f(x)=\tfrac1{10} at x=2,5x=2,5; f(x)=15f(x)=\tfrac15 at x=0,1,3,4x=0,1,3,4.

E(X)=2 ⁣(110)+5 ⁣(110)+0 ⁣(15)+1 ⁣(15)+3 ⁣(15)+4 ⁣(15)=710+85=710+1610=2310=2.3E(X)=2\!\left(\tfrac1{10}\right)+5\!\left(\tfrac1{10}\right)+0\!\left(\tfrac15\right)+1\!\left(\tfrac15\right)+3\!\left(\tfrac15\right)+4\!\left(\tfrac15\right)=\tfrac7{10}+\tfrac85=\tfrac7{10}+\tfrac{16}{10}=\tfrac{23}{10}=2.3.

E(X2)=4 ⁣(110)+25 ⁣(110)+0+1 ⁣(15)+9 ⁣(15)+16 ⁣(15)=2910+265=2910+5210=8110=8.1E(X^2)=4\!\left(\tfrac1{10}\right)+25\!\left(\tfrac1{10}\right)+0+1\!\left(\tfrac15\right)+9\!\left(\tfrac15\right)+16\!\left(\tfrac15\right)=\tfrac{29}{10}+\tfrac{26}5=\tfrac{29}{10}+\tfrac{52}{10}=\tfrac{81}{10}=8.1.

V(X)=8.1−2.32=8.1−5.29=2.81V(X)=8.1-2.3^2=8.1-5.29=2.81.

Part (ii): f(x)=4−x6f(x)=\tfrac{4-x}6 at x=1,2,3x=1,2,3, i.e. f(1)=12,f(2)=13,f(3)=16f(1)=\tfrac12,f(2)=\tfrac13,f(3)=\tfrac16.

E(X)=1 ⁣(12)+2 ⁣(13)+3 ⁣(16)=12+23+12=1+23=53E(X)=1\!\left(\tfrac12\right)+2\!\left(\tfrac13\right)+3\!\left(\tfrac16\right)=\tfrac12+\tfrac23+\tfrac12=1+\tfrac23=\tfrac53.

E(X2)=1 ⁣(12)+4 ⁣(13)+9 ⁣(16)=12+43+32=2+43=103E(X^2)=1\!\left(\tfrac12\right)+4\!\left(\tfrac13\right)+9\!\left(\tfrac16\right)=\tfrac12+\tfrac43+\tfrac32=2+\tfrac43=\tfrac{10}3.

V(X)=103−(53)2=103−259=309−259=59V(X)=\tfrac{10}3-\left(\tfrac53\right)^2=\tfrac{10}3-\tfrac{25}9=\tfrac{30}9-\tfrac{25}9=\tfrac59.

Part (iii): f(x)=2(x−1)f(x)=2(x-1) on (1,2)(1,2).

E(X)=∫12x⋅2(x−1) dx=2∫12(x2−x) dx=2[x33−x22]12=2(23−(−16))=2⋅56=53E(X)=\displaystyle\int_1^2 x\cdot2(x-1)\,dx=2\int_1^2(x^2-x)\,dx=2\left[\dfrac{x^3}3-\dfrac{x^2}2\right]_1^2=2\left(\dfrac23-\left(-\dfrac16\right)\right)=2\cdot\dfrac56=\dfrac53.

E(X2)=∫12x2⋅2(x−1) dx=2∫12(x3−x2) dx=2[x44−x33]12=2(43−(−112))=2⋅1712=176E(X^2)=\displaystyle\int_1^2 x^2\cdot2(x-1)\,dx=2\int_1^2(x^3-x^2)\,dx=2\left[\dfrac{x^4}4-\dfrac{x^3}3\right]_1^2=2\left(\dfrac43-\left(-\dfrac1{12}\right)\right)=2\cdot\dfrac{17}{12}=\dfrac{17}6.

V(X)=176−(53)2=176−259=5118−5018=118V(X)=\dfrac{17}6-\left(\dfrac53\right)^2=\dfrac{17}6-\dfrac{25}9=\dfrac{51}{18}-\dfrac{50}{18}=\dfrac1{18}.

Part (iv): f(x)=12e−x/2f(x)=\tfrac12e^{-x/2} on x>0x>0 (exponential, rate λ=12\lambda=\tfrac12). Standard exponential results: E(X)=1λ=2E(X)=\dfrac1\lambda=2, V(X)=1λ2=4V(X)=\dfrac1{\lambda^2}=4.

✓Final answer

(i) mean =2.3=2.3, variance =2.81=2.81. (ii) mean =53=\dfrac53, variance =59=\dfrac59. (iii) mean =53=\dfrac53, variance =118=\dfrac1{18}. (iv) mean =2=2, variance =4=4.

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