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RANDOM V ARIABLES SHORT REVIEW CS6140 Predrag Radivojac KHOURY COLLEGE OF COMPUTER SCIENCES NORTHEASTERN UNIVERSITY Spring 2021

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Page 1: RANDOM VARIABLES - Northeastern University

RANDOM VARIABLESSHORT REVIEW

CS6140

Predrag RadivojacKHOURY COLLEGE OF COMPUTER SCIENCES

NORTHEASTERN UNIVERSITY

Spring 2021

Page 2: RANDOM VARIABLES - Northeastern University

RANDOM VARIABLES

Age: 35 Likes sports: YesHeight: 1.85m Smokes: NoWeight: 75kg Marital status: SingleIQ: 104 Occupation: Musician

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Age: 26 Likes sports: YesHeight: 1.75m Smokes: NoWeight: 79kg Marital status: DivorcedIQ: 103 Occupation: Athlete

Analog Digital

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Page 3: RANDOM VARIABLES - Northeastern University

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EXAMPLE: RANDOM VARIABLES

Page 4: RANDOM VARIABLES - Northeastern University

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EXAMPLE: RANDOM VARIABLES

Page 5: RANDOM VARIABLES - Northeastern University

RANDOM VARIABLE: FORMAL DEFINITION

Page 6: RANDOM VARIABLES - Northeastern University

DISCRETE RANDOM VARIABLE

Page 7: RANDOM VARIABLES - Northeastern University

EXERCISE: QUANTIZATION

Page 8: RANDOM VARIABLES - Northeastern University

CONTINUOUS RANDOM VARIABLE

Page 9: RANDOM VARIABLES - Northeastern University

CONTINUOUS RANDOM VARIABLE

Page 10: RANDOM VARIABLES - Northeastern University

JOINT AND MARGINAL DISTRIBUTIONS

Page 11: RANDOM VARIABLES - Northeastern University

EXERCISE: JOINT DISTRIBUTIONS

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Page 12: RANDOM VARIABLES - Northeastern University

JOINT AND MARGINAL DISTRIBUTIONS

Page 13: RANDOM VARIABLES - Northeastern University

CONDITIONAL DISTRIBUTIONS

Page 14: RANDOM VARIABLES - Northeastern University

CHAIN RULE

Page 15: RANDOM VARIABLES - Northeastern University

INDEPENDENCE OF RANDOM VARIABLES

Page 16: RANDOM VARIABLES - Northeastern University

EXPECTATIONS

Page 17: RANDOM VARIABLES - Northeastern University

WELL-KNOWN EXPECTATIONS

Page 18: RANDOM VARIABLES - Northeastern University

CONDITIONAL EXPECTATIONS

Page 19: RANDOM VARIABLES - Northeastern University

EXERCISE: EXPECTATIONS

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EXPECTATIONS FOR TWO VARIABLES

Page 21: RANDOM VARIABLES - Northeastern University

WELL-KNOWN EXPECTATIONS

Page 22: RANDOM VARIABLES - Northeastern University

MIXTURES OF DISTRIBUTIONS

Page 23: RANDOM VARIABLES - Northeastern University

MIXTURES OF GAUSSIANS

Page 24: RANDOM VARIABLES - Northeastern University

GRAPHICAL REPRESENTATIONS

Page 25: RANDOM VARIABLES - Northeastern University

GRAPHICAL REPRESENTATIONS

Page 26: RANDOM VARIABLES - Northeastern University

GRAPHICAL REPRESENTATIONS