In: Statistics and Probability
Let X be the random variable for the number of heads obtained when three fair coins are tossed:
(1) What is the probability function?
(2) What is the mean?
(3) What is the variance?
(4) What is the mode?
1)
The random variable X = number of heads obtained when three fair coins are tossed.
The possible outcomes are,
S = {HHH, HHT, HTH, HTT, THH, THT, TTH, TTT}
The probability distribution is,
x | p(X) |
0 | 1/8 |
1 | 3/8 |
2 | 3/8 |
3 | 1/8 |
2)
The expected value (mean) for the random variable x is obtained using the following formula,
From the probability distribution table,
x | p(X) | x*P(X) |
0 | 0.125 | 0 |
1 | 0.375 | 0.375 |
2 | 0.375 | 0.75 |
3 | 0.125 | 0.375 |
Sum | 1 | 1.5 |
3)
The standard deviation value for the random variable x is obtained using the following formula,
From the probability distribution table,
x | p(X) | x*P(X) | (x^2)*P(X) |
0 | 0.125 | 0 | 0 |
1 | 0.375 | 0.375 | 0.375 |
2 | 0.375 | 0.75 | 1.5 |
3 | 0.125 | 0.375 | 1.125 |
Sum | 1 | 1.5 | 3 |
4)
The mode is the most frequent value or most probable value in the data set. In this case,
mode = 1 and 2