Answer to Question #204729 in Statistics and Probability for yoki

Question #204729

 Assume that X has the exponential distribution with parameter : Is it possible to find a function G .x/ such that Y D G .X/ has uniform distribution over [0; 1]? Justify your answer!


1
Expert's answer
2021-10-07T11:51:57-0400

The exponential distribution has probability density function λeλY\lambda e^{-\lambda Y}

 and cumulative distribution function (CDF) 1eλY1-e^{-\lambda Y}

We map the unit interval onto the range of the CDF. Then, inverting the CDF, we get

Y=ln(1X)λY=-\frac{ln(1-X)}{\lambda} for 0≤X<1 (we can ignore 1 because it occurs with probability 0).

So the function is (with λ=1)

g(X)=ln(1X)g(X)=−ln(1−X)



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