Show that the following function is a probability mass funct
Show that the following function is a probability mass function (pmf) for the random variable X and constant b.f(x)=(1/1+b)(b/1-b)^x,x=0,1,2,3......
Solution
Here, f(x) must be normalized.
Thus,
f(0) + f(1) + f(2) + f(3) ... = 1
This is the condition that needs be satisfied.
Thus,
f(0) + f(1) + f(2) + f(3) ...
= (1/(1+b))(b/(1+b))^0 + (1/(1+b))(b/(1+b))^1 + (1/(1+b))(b/(1+b))^2 + (1/(1+b))(b/(1+b))^3...
= (1/(1+b)) + (1/(1+b))(b/(1+b))^1 + (1/(1+b))(b/(1+b))^2 + (1/(1+b))(b/(1+b))^3...
As we can see, this is a geometric series with
a1 = first term = 1/(1+b)
r = common ratio = b/(a+b)
Thus, as the sum of a geometric series is a1/(1-r),
= (1/(1+b)) + (1/(1+b))(b/(1+b))^1 + (1/(1+b))(b/(1+b))^2 + (1/(1+b))(b/(1+b))^3...
= [1/(1+b)]/[1 - b/(1+b)]
Simplifying the denominator,
= [1/(1+b)]/[(1 + b - b)/(1+b)]
= [1/(1+b)]/[1/(1+b)]
= 1 [SATISFIED!]
Thus, f(x) is a valid pmf. [CONCLUSION]
