What Are the PDFs for Transformed Variables in These Probability Distributions?

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  • #1
jbaum517
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1. If X is normal distributed with E(x) = 0 and V(x) = 16 or N(0,16) if you prefer, and Y = e^X, what is the pdf for Y [f(y)] for 0≤y

2. If X is a Cauchy Distribution: f(x) = 1/(π(1+x^2)) and Y = 1/(X^2), what is the pdf for y

3. Same as #2, but Y = X^2

Any help as well as an explanation would be great. Explanation doesn't have to be long as I feel like I'm close and understand the material fairly well, just need a little help.

Thanks!
 
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  • #2
Standard method (for #1): P{Y <= y} = P{exp(X) <= y} = P{X <= ln(y)}, so the density of Y is f(y) = (d/dy)P{X <= ln(y)}, which you can evaluate.

The others are similar.

RGV
 

Related to What Are the PDFs for Transformed Variables in These Probability Distributions?

1. What is probability?

Probability is a measure of the likelihood of an event occurring. It is typically expressed as a number between 0 and 1, where 0 represents impossibility and 1 represents certainty.

2. How do you calculate probability?

To calculate probability, you need to know the total number of possible outcomes and the number of favorable outcomes. The probability is then calculated by dividing the number of favorable outcomes by the total number of possible outcomes.

3. What is the difference between theoretical and experimental probability?

Theoretical probability is based on mathematical calculations and assumes that all outcomes are equally likely. Experimental probability is based on actual observations and can vary from the theoretical probability due to chance or other factors.

4. Can probability be greater than 1?

No, probability cannot be greater than 1. A probability of 1 represents certainty, meaning the event is guaranteed to occur, while a probability greater than 1 would imply a likelihood of more than 100%.

5. How is probability used in real life?

Probability is used in many areas of life, such as weather forecasting, risk assessment, and sports betting. It also plays a crucial role in decision-making and helps us understand and predict uncertain events.

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