In the problems below we consider the following setup. Let X₁,..., Xn be independent copies of the random va where X is a mixture of two uniform random variables and has pdf:

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5. Mixture of Uniforms
In the problems below we consider the following setup. Let X₁,..., Xn be independent copies of the random variable X
where X is a mixture of two uniform random variables and has pdf:
f (x) = 1/1(
40
1 (x = [0,20]) + ¹1 (x = [0,30])
40
for some unknown > 0. For this problem, we call Unif([0, 20], the first component.
Second Initialization: EM for a Uniform Mixture
Assume that n = 8 and the observations are
X₁ = 1.01 X₂ = 1.02 X3 = 1.19 X4
= 1.19
X5 1.28 X6 = 2.39 X7 = 2.56 X = 2.58
Assume that the EM algorithm is initialized at 00
1. What do the iterations of the EM algorithm converge to?
Transcribed Image Text:5. Mixture of Uniforms In the problems below we consider the following setup. Let X₁,..., Xn be independent copies of the random variable X where X is a mixture of two uniform random variables and has pdf: f (x) = 1/1( 40 1 (x = [0,20]) + ¹1 (x = [0,30]) 40 for some unknown > 0. For this problem, we call Unif([0, 20], the first component. Second Initialization: EM for a Uniform Mixture Assume that n = 8 and the observations are X₁ = 1.01 X₂ = 1.02 X3 = 1.19 X4 = 1.19 X5 1.28 X6 = 2.39 X7 = 2.56 X = 2.58 Assume that the EM algorithm is initialized at 00 1. What do the iterations of the EM algorithm converge to?
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