In: Statistics and Probability
Let U=min(X1, X2), the minimum of two independent exponentials. What is the distribution of U?
GIVEN:
Let
be the minimum of two independent exponential random
variables.
TO FIND:
Distribution of U
SOLUTION:
Suppose that and
are
independent exponential random variables with mean,
and
Let
In order to find the distribution of
U, first of all, since and
this means
that
too.
So the density function of U is
0 for
. Now let’s focus on
the density function
of U,
for
.
Easier to find the CDF of U. In fact, even easier to find the complement of the CDF of U.
If we want P(U > a) for some a > 0, we just want
{Since
and
are
independent.}
So the cumulative distribution function of U is given by,
So the cumulative distribution
function of U has exactly the form of the cumulative distribution
function of an exponential random variable, so U itself is
exponential with
Also the density function
for
and
otherwise.
Thus
is an exponential random variable with parameter
with mean
.