The product of exponential and a uniform random variables

W5nIGluIGRpc3RyaWJ1dGlvbiwgdGhlIHZhbHVlIG9mIFogPSBVKGhvbWVwcm9kdWN0aW9uKSBzdHVkaWVzIFl4K1kgaG9tZSBp bnBpcGVkIGV4cCgsIGxhbmRpbmdzIG9mIChsYW5kKSBpbmRlcGVuZGVudCBvZiBYK1kpLg==In summary, To prove that U(X+Y) = X in distribution, where X and Y are independent exp(λ) distributed
  • #1
MathBubble
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Homework Statement



I'm trying to show that U(X+Y) = X in distribution, where X and Y are independent exp(λ) distributed and U is uniformly distributed on (0,1) independent of X+Y.

Homework Equations


The Attempt at a Solution


X+Y is gamma(2,λ) distributed. But I can't figure out how to deal with this product.
 
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  • #2
MathBubble said:

Homework Statement



I'm trying to show that U(X+Y) = X in distribution, where X and Y are independent exp(λ) distributed and U is uniformly distributed on (0,1) independent of X+Y.


Homework Equations





The Attempt at a Solution


X+Y is gamma(2,λ) distributed. But I can't figure out how to deal with this product.

Get the distribution of [itex]Z = U(X+Y)[/itex] by computing its Laplace transform
[tex]\tilde{Z}(s) \equiv Ee^{-sZ}.[/tex]
Hint: condition on U.

RGV
 

Related to The product of exponential and a uniform random variables

1. What is the product of an exponential and a uniform random variable?

The product of an exponential and a uniform random variable is a type of distribution known as an Exponential-Uniform distribution. It is a continuous probability distribution that is used to model situations in which the product of two independent random variables is of interest.

2. How is the Exponential-Uniform distribution calculated?

The Exponential-Uniform distribution is calculated by multiplying the probability density functions of the exponential and uniform distributions together. This results in a new probability density function that describes the combined distribution of the two variables.

3. What types of real-world situations can be modeled using the Exponential-Uniform distribution?

The Exponential-Uniform distribution can be used to model situations such as the time it takes for a customer to arrive at a store (exponential) and the amount of money they spend once they are there (uniform). It can also be used to model the time it takes for a machine to fail (exponential) and the amount of damage it causes when it does (uniform).

4. What is the relationship between the exponential and uniform random variables in the Exponential-Uniform distribution?

The exponential and uniform random variables in the Exponential-Uniform distribution are independent of each other. This means that the value of one variable does not affect the value of the other variable.

5. How is the Exponential-Uniform distribution used in scientific research?

The Exponential-Uniform distribution is commonly used in scientific research to model and analyze data that involves the product of two independent random variables. It can provide useful insights and predictions in various fields such as economics, engineering, and biology.

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