Characteristic function of z (Joint?)

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SUMMARY

The discussion focuses on solving problems related to the characteristic function and probability density function of the sum of two independent random variables, X and Y, both following exponential distributions. The characteristic function ∅z of Z = X + Y can be derived using the properties of independent random variables. The probability density function fZ(z) can be calculated using convolution of the individual densities fX(x) and fY(y). Participants emphasize the importance of referring to course materials and textbooks for formulas and methodologies.

PREREQUISITES
  • Understanding of exponential random variables and their probability density functions.
  • Knowledge of characteristic functions in probability theory.
  • Familiarity with convolution of probability density functions.
  • Basic skills in mathematical problem-solving and algebra.
NEXT STEPS
  • Study the properties of characteristic functions in probability theory.
  • Learn about convolution of probability density functions, specifically for independent random variables.
  • Review examples of solving problems involving sums of independent exponential random variables.
  • Consult textbooks or online resources for detailed explanations of exponential distributions.
USEFUL FOR

Students in probability and statistics courses, mathematicians dealing with random variables, and anyone looking to understand the behavior of sums of independent exponential random variables.

Grobo
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I need some help. Is there a good way to do this type of question?

Homework Statement


Let X and Y be independent random Variables with exponential densities

fX(x) = Ωe-Ωx, if X≥0
0, otherwise

fY(y) = βe-βy, if y≥0
0, otherwise



Respectively, where η and β are positive real-valued constants.

1) Find the characteristic function ∅z of Z = X+Y
2) Find the probability density function fZ(z) of Z = X+Y

Homework Equations



N/A
 
Last edited:
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Grobo said:
I need some help. Is there a good way to do this type of question?

Homework Statement


Let X and Y be independent random Variables with exponential densities

fX(x) = Ωe-Ωx, if X≥0
0, otherwise

fY(y) = βe-βy, if y≥0
0, otherwise



Respectively, where η and β are positive real-valued constants.

1) Find the characteristic function ∅z of Z = X+Y
2) Find the probability density function fZ(z) of Z = X+Y

Homework Equations



N/A

Yes, a good way to do this type of question is to use the results in your course notes and/or textbook, and to just go ahead and use the formulas. If you show your work and if you get stuck on some specific point, then come back and ask for advice.

RGV
 
Well, by textbook ( or teachers .pdf ) does not explain how to do this kind of problem. I also found it difficult to find something about in on the internett that i understood.(Yes math is not one of my strongest subjects).

How should i begin to solve this problem?
 

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