Problem 2. John wants to simulate a uniform distribution on the circle of radius R. It turns out that this is harder to simulate directly using his favorite software package than he thought, so instead he tries simulating a random variable from a uniform distribution over [0, 2π), and then simulating a distance from the origin D according to the following distribution: ~ Uniform(0, 2TT) 2d ƒD(d) R² Then these can be used to obtain a point (X, Y). Using the Jacobian method, show that this is a valid way of simulating the uniform distribution over the circle of radius R. =

Calculus For The Life Sciences
2nd Edition
ISBN:9780321964038
Author:GREENWELL, Raymond N., RITCHEY, Nathan P., Lial, Margaret L.
Publisher:GREENWELL, Raymond N., RITCHEY, Nathan P., Lial, Margaret L.
Chapter11: Differential Equations
Section11.CR: Chapter 11 Review
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Problem 2. John wants to simulate a uniform distribution on the circle of radius R. It turns
out that this is harder to simulate directly using his favorite software package than he thought,
so instead he tries simulating a random variable from a uniform distribution over [0, 2π), and
then simulating a distance from the origin D according to the following distribution:
0~
~ Uniform(0, 2π)
2d
R²
Then these can be used to obtain a point (X, Y). Using the Jacobian method, show that this is
a valid way of simulating the uniform distribution over the circle of radius R.
fD(d) =
Transcribed Image Text:Problem 2. John wants to simulate a uniform distribution on the circle of radius R. It turns out that this is harder to simulate directly using his favorite software package than he thought, so instead he tries simulating a random variable from a uniform distribution over [0, 2π), and then simulating a distance from the origin D according to the following distribution: 0~ ~ Uniform(0, 2π) 2d R² Then these can be used to obtain a point (X, Y). Using the Jacobian method, show that this is a valid way of simulating the uniform distribution over the circle of radius R. fD(d) =
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