A random variable has the following probability distribution:
$X$ 1 2 3 4 $p\left( X \right)$ $k$ $2k$ $2k$ $4k$
Then the mean of X is
A. 3
B. 1
C. 4
D. 2
| $X$ | 1 | 2 | 3 | 4 |
| $p\left( X \right)$ | $k$ | $2k$ | $2k$ | $4k$ |
Answer
559.2k+ views
Hint: We use the known probability distribution theorems like ${{\mu }_{x}}=\sum{X\times p\left( X \right)}$ and $\sum{p\left( X \right)}=1$. We take the values and simplify to find the value of $k$. We put the value in the equation of ${{\mu }_{x}}=\sum{X\times p\left( X \right)}$ to find the mean.
Complete step by step answer:
For the given probability distribution of the random variable
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 ${{\mu }_{x}}$ is the mean then ${{\mu }_{x}}=\sum{X\times p\left( X \right)}$ and $\sum{p\left( X \right)}=1$.
Using the second theorem we get $k+2k+2k+4k=1$.
On simplification this gives $9k=1\Rightarrow k=\dfrac{1}{9}$.
Now we try to find the mean value which gives
${{\mu }_{x}}=\sum{X\times p\left( X \right)}=1\times k+2\times 2k+3\times 2k+4\times 4k=27k$.
We put the value of $k$ in the expression of ${{\mu }_{x}}=27k$ to get ${{\mu }_{x}}=\dfrac{27}{9}=3$
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.”
Complete step by step answer:
For the given probability distribution of the random variable
| $X$ | 1 | 2 | 3 | 4 |
| $p\left( X \right)$ | $k$ | $2k$ | $2k$ | $4k$ |
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 ${{\mu }_{x}}$ is the mean then ${{\mu }_{x}}=\sum{X\times p\left( X \right)}$ and $\sum{p\left( X \right)}=1$.
Using the second theorem we get $k+2k+2k+4k=1$.
On simplification this gives $9k=1\Rightarrow k=\dfrac{1}{9}$.
Now we try to find the mean value which gives
${{\mu }_{x}}=\sum{X\times p\left( X \right)}=1\times k+2\times 2k+3\times 2k+4\times 4k=27k$.
We put the value of $k$ in the expression of ${{\mu }_{x}}=27k$ to get ${{\mu }_{x}}=\dfrac{27}{9}=3$
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.”
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