Suppose that the cumulative distribution function of a random variable X is given by
$ F(a) = \begin{cases} 0,& a < 0 \\ 1/5, & 0 \leq a < 2 \\ 2/5, & 2 \leq a < 4 \\ 1, & a \geq 4 \end{cases} $
Find the probability mass function of X?
My reasoning is as follows: The cdf is discontinuous at the points 0, 2, and 4. Between these $F'(a)$ is defined and $=0$, hence the pmf needs definition only at these points. But how do we get the probabilities at a = 0, 2, 4?
2 Answers
HINT:
$$F'(4)=F(a>4)-F(2\le a<4)$$ $$F'(2)=F(2\le a<4)-F(0\le a<2)$$ $$F'(0)=F(0\le a<2)-F(a<0)$$
$P(X\leq0)=\frac15$ and from $P(X\leq a)=0$ for each $a<0$ it follows that $P(X<0)=0$.
Then $$P(X=0)=P(X\leq0)-P(X<0)=\frac15-0=\frac15$$
The others (at $2$ and $4$) can be found likewise.
