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Sum
Find the expected value, variance and standard deviation of the random variable whose p.m.f.’s are given below :
x = x | -1 | 0 | 3 |
P (X = x) | `1/5` | `2/5` | `2/5` |
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Solution
We construct the following table to find the expected value, variance and standard deviation:
xi | P (xi) | xi·P (xi) | xi 2·P (xi) = xi × xi·P (xi) |
-1 | `1/5` | `-1/5` | `1/5` |
0 | `2/5` | 0 | 0 |
1 | `2/5` | `2/5` | `2/5` |
Total | 1 | `1/5` | `3/5` |
From the table,
∑xi·P (xi) = `1/5`,
∑ xi 2·P (xi) = `3/5`
Expected value = E (X) = ∑xi·P (xi) = `1/5` = 0.2
Variance = V (x) = ∑ xi 2·P (xi) - [ ∑xi·P (xi) ]2
= `3/5 - (1/5)^2`
= `3/5 - 1/25`
= `15/25 - 1/25`
= `14/25`
= 0.56
Standard deviation = `sqrt(V(X)`
= `sqrt(0.56)`
= 0.7483
Concept: Variance of a Random Variable
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