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Question

Question: A random variable has the following probability distribution: \(X\) | 1| 2| 3| 4 ---|---|---|...

A random variable has the following probability distribution:

XX1234
p(X)p\left( X \right)kk2k2k2k2k4k4k

Then the mean of X is
A. 3
B. 1
C. 4
D. 2

Explanation

Solution

We use the known probability distribution theorems like μx=X×p(X){{\mu }_{x}}=\sum{X\times p\left( X \right)} and p(X)=1\sum{p\left( X \right)}=1. We take the values and simplify to find the value of kk. We put the value in the equation of μx=X×p(X){{\mu }_{x}}=\sum{X\times p\left( X \right)} to find the mean.

Complete step by step answer:
For the given probability distribution of the random variable

XX1234
p(X)p\left( X \right)kk2k2k2k2k4k4k

In the given table we denote the given distribution as the expectations of the variables. The theorem varies for discrete variables.
We use some theorem where if μx{{\mu }_{x}} is the mean then μx=X×p(X){{\mu }_{x}}=\sum{X\times p\left( X \right)} and p(X)=1\sum{p\left( X \right)}=1.
Using the second theorem we get k+2k+2k+4k=1k+2k+2k+4k=1.
On simplification this gives 9k=1k=199k=1\Rightarrow k=\dfrac{1}{9}.
Now we try to find the mean value which gives
μx=X×p(X)=1×k+2×2k+3×2k+4×4k=27k{{\mu }_{x}}=\sum{X\times p\left( X \right)}=1\times k+2\times 2k+3\times 2k+4\times 4k=27k.
We put the value of kk in the expression of μx=27k{{\mu }_{x}}=27k to get μx=279=3{{\mu }_{x}}=\dfrac{27}{9}=3
Therefore, the mean value is 3.

So, the correct answer is “Option A”.

Note: Usually the average is very different from the mean or average with probability distribution. The respective ratio gives the probability instead of values. Distribution represents the results from a simple experiment where there is “success” or “failure.”