Question 1, About Exponential Distribution
Exponential distribution is a very important distribution in this course. We will use it frequently in our future lectures. Suppose a non-negative real valued random variable X obeys an exponential distribution with parameter μ. That is, the probability density function of X is f(X = x) = μe^{-μx}, x ≥ 0.
a) Prove that X has the memoryless property. That is, the p.d.f. f(X = x + t|X > t), x > x0, also has the same form as f(X = x).
b) Calculate the coefficient of variability of X, C^2{X}, where C^2{X} := Var{X}/(E{X})^2. (write the detailed calculation process) Note: please use Laplace transform.
c) For the two independently exponentially distributed random variables X1 and X2 with parameter μ1 and μ2, respectively, calculate the probability P(X1 < X2).