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 
.