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Published on: 13/05/2022
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Take MCQ Business Maths and Statistics Test

1.
The time to failure in thousands of hours of an important piece of electronic equipment used in a manufactured DVD player has the density function
\(f(x)= \begin{cases}2 e^{-2 x}, & x>0 \\ 0,& \text { otherwise }\end{cases}\)
Find the expected life of this piece of equipment.
2.
Prove that, V(aX) = a2V(X)
3.
Let X be a random variable and Y = 2X + 1. What is the variance of Y if variance of X is 5 ?
4.
State the definition of Mathematical expectation using continuous random variable.
5.
How do you define variance in terms of Mathematical expectation?
1.
Given p.d.f. is f(x) = \(\begin{cases} { 2e }^{ -2x },>0 \\ 0,\quad otherwise \end{cases}\)
Expected life of this piece of equipment is
\(E(X)=\int _{ -\infty }^{ \infty }{ x.f(x)dx=\int _{ 0 }^{ \infty }{ x.{ 2e }^{ -2x } } } \)
\(=2\int _{ 0 }^{ \infty }{ { xe }^{ -2x }dx=2\left[ \frac { 1! }{ { 2 }^{ 2 } } \right] } \)
[\(\because \int _{ 0 }^{ \infty }{ { x }^{ n }{ e }^{ -ax }dx=\frac { n! }{ { a }^{ n+1 } } } \) gamma integral here n = 1, a = 2]
\(E(X)=\frac { 2 }{ 4 } =\frac { 1 }{ 2 } \)
2.
LHS = V[aX] = E[aX - E(aX)]2
= E(aX-a.E(X)]2[∵E(aX) = a.E(X)]
= E[aX-a.E(X)]2[∵E(aX) = a.E(X)]
= E[a{X-E(X)}]2
= a2.E[X-E(X)]2 = a2E(X-\(\bar { x }\))2
= a2.[E(X)2-[E(X)]2]
= a2.V(X) [∵V(X) = E(X2)-[E(X)]2]
= RHS Hence proved.
3.
Given X is a random variable
∴ Y = 2X + 1 is also a random variable
Given Var (X) = 5
∴ Var (Y) = Var (2X + 1) = 22 Var (X)
[∵ Var (aX + b) = a2 Var (X)]
= 4(5)
∴ Var (Y) = 20
4.
If X is a continuous random variable and f(x) is the value of its probability density function at x, then the expected value of X is
\(E(X)=\int _{ -\infty }^{ \infty }{ x.(x)dx } \)
5.
Var (X) = E(X2) - [E(X)]2 where
\(E({ X }^{ 2 })=\begin{cases} \sum { { x }^{ 2 }p(x)\text {for discrete random variable} } \\ \int _{ -\infty }^{ \infty }{ { x }^{ 2 }P(x)\text{dx for continuous random variable} } \end{cases}\)
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