A class has 15 students whose ages are 14,17,15,14,21,17,19,20,16,18,20,17,16,19 and 20 years. One student is selected in such a manner that each has the same chance of being chosen and the age X of the selected student is recorded. What is the probability distribution of the random variable X? Find mean, variance and standard deviation of X.
There are 15 students in the class. Each student has the same chance to be chosen. Therefore, the probability of each student to be selected is \(\frac{1}{15}\) .
The given information can be compiled in the frequency table as follows.
x | 14 | 15 | 16 | 17 | 18 | 19 | 20 | 21 |
f | 2 | 1 | 2 | 3 | 1 | 2 | 3 | 1 |
p(x=14)=\(\frac{2}{15}\), p(x=15)=\(\frac{1}{15}\), p(x=16)=\(\frac{2}{15}\), p(x=16)=\(\frac{3}{15}\),
p(x=18)=\(\frac{1}{15}\), p(x=19)=\(\frac{2}{15}\), p(x=20)=\(\frac{3}{15}\), p(x=21)=\(\frac{1}{15}\)
Therefore, the probability distribution of random variable X is as follows.
x | 14 | 15 | 16 | 17 | 18 | 19 | 20 | 21 |
f | \(\frac{2}{15}\) | \(\frac{1}{15}\) | \(\frac{2}{15}\) | \(\frac{3}{15}\) | \(\frac{1}{15}\) | \(\frac{2}{15}\) | \(\frac{3}{15}\) | \(\frac{1}{15}\) |
Then, mean of X = E(X)
= \(\sum X_tP(X_t)\)
=14 × \(\frac{2}{15}\)+15 × \(\frac{1}{15}\)+16 × \(\frac{2}{15}\) +17 × \(\frac{3}{15}\)+18 × \(\frac{1}{15}\) + 19 × \(\frac{2}{15}\)+20 × \(\frac{3}{15}\)+21 × \(\frac{1}{15}\)
= \(\frac{1}{15}\) (28+15+32+51+18+38+60+21)
= \(\frac{263}{15}\)
= 17.53
E(X2 ) = \(\sum X^2_iP(X_i)\)
What is the Planning Process?
A random variable is a variable whose value is unknown or a function that assigns values to each of an experiment's results. Random variables are often deputed by letters and can be classified as discrete, which are variables that have particular values, or continuous, which are variables that can have any values within a continuous range.
Random variables are often used in econometric or regression analysis to ascertain statistical relationships among one another.
There are two types of random variables, such as: