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A Joint Distribution of Discrete Random Variables X 123 10.150.20.150.5Marginal Y20.070.140.090.3Distribution 30.05 0.10.2Of Y 0.270.390.34 Marginal Distribution.

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Presentation on theme: "A Joint Distribution of Discrete Random Variables X 123 10.150.20.150.5Marginal Y20.070.140.090.3Distribution 30.05 0.10.2Of Y 0.270.390.34 Marginal Distribution."— Presentation transcript:

1 A Joint Distribution of Discrete Random Variables X 123 10.150.20.150.5Marginal Y20.070.140.090.3Distribution 30.05 0.10.2Of Y 0.270.390.34 Marginal Distribution of X

2 Bivariate U((0,1),(0,1))

3 Bivariate Normal Distribution

4 Three Senators’ Article I impeachment votes: Eight possible outcomes LottWellstoneLieberman 111 110 101 100 000 011 010 001 ProbIF p=1/4 p3p3 1/64 p 2 (1-p)3/64 p 2 (1-p)3/64 p(1-p) 2 9/64 (1-p) 3 27/64 p 2 (1-p)3/64 p(1-p) 2 9/64 p(1-p) 2 9/64 Observed

5 Bernoulli Likelihood Function, Three observation case

6 The Effect of k(y)

7 Two Extrema

8 The MLE

9 Bernoulli Likelihood and Log- likelihood, three observation case

10 Ln(exports) by country, 2001


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