Question
Question: A random variable has the following probability distribution: \(X\) | 1| 2| 3| 4 ---|---|---|...
A random variable has the following probability distribution:
X | 1 | 2 | 3 | 4 |
---|---|---|---|---|
p(X) | k | 2k | 2k | 4k |
Then the mean of X is
A. 3
B. 1
C. 4
D. 2
Solution
We use the known probability distribution theorems like μx=∑X×p(X) and ∑p(X)=1. We take the values and simplify to find the value of k. We put the value in the equation of μx=∑X×p(X) to find the mean.
Complete step by step answer:
For the given probability distribution of the random variable
X | 1 | 2 | 3 | 4 |
---|---|---|---|---|
p(X) | k | 2k | 2k | 4k |
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 is the mean then μx=∑X×p(X) and ∑p(X)=1.
Using the second theorem we get k+2k+2k+4k=1.
On simplification this gives 9k=1⇒k=91.
Now we try to find the mean value which gives
μx=∑X×p(X)=1×k+2×2k+3×2k+4×4k=27k.
We put the value of k in the expression of μx=27k to get μx=927=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.”