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Chapter 3 Discrete Random Variables and Probability Distributions

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1 Chapter 3 Discrete Random Variables and Probability Distributions
3.2 - Probability Distributions for Discrete Random Variables 3.3 - Expected Values 3.4 - The Binomial Probability Distribution 3.5 - Hypergeometric and Negative Binomial Distributions 3.6 - The Poisson Probability Distribution

2 General Properties of “Expectation” of X
POPULATION Pop values x Probabilities pmf p(x) x1 p(x1) x2 p(x2) x3 p(x3) Total 1 random variable X Discrete General Properties of “Expectation” of X Suppose X is transformed to another random variable, say h(X). Then by def, Examples: “Moment-generating function” “Characteristic function” (Discrete Fourier Transform)

3 b General Properties of “Expectation” of X
POPULATION Pop values x Probabilities pmf p(x) x1 p(x1) x2 p(x2) x3 p(x3) Total 1 random variable X Discrete General Properties of “Expectation” of X Suppose X is constant, say b, throughout entire population… b Then by def,

4 General Properties of “Expectation” of X
POPULATION Pop values x Probabilities pmf p(x) x1 p(x1) x2 p(x2) x3 p(x3) Total 1 random variable X Discrete General Properties of “Expectation” of X Suppose X is constant, say b, throughout entire population… Then…

5 General Properties of “Expectation” of X
POPULATION Pop values x Probabilities pmf p(x) x1 p(x1) x2 p(x2) x3 p(x3) Total 1 random variable X Discrete General Properties of “Expectation” of X Multiply X by any constant a… Then… i.e.,…

6 General Properties of “Expectation” of X
POPULATION Pop values x Probabilities pmf p(x) x1 p(x1) x2 p(x2) x3 p(x3) Total 1 random variable X Discrete General Properties of “Expectation” of X Multiply X by any constant a… Add any constant b to X… Then… i.e.,…

7 General Properties of “Expectation” of X
POPULATION Pop values x Probabilities pmf p(x) x1 p(x1) x2 p(x2) x3 p(x3) Total 1 random variable X Discrete General Properties of “Expectation” of X Multiply X by any constant a… Add any constant b to X… Then… i.e.,…

8 General Properties of “Expectation” of X
POPULATION Pop values x Probabilities pmf p(x) x1 p(x1) x2 p(x2) x3 p(x3) Total 1 random variable X Discrete General Properties of “Expectation” of X

9 General Properties of “Expectation” of X
POPULATION Pop values x Probabilities pmf p(x) x1 p(x1) x2 p(x2) x3 p(x3) Total 1 random variable X Discrete General Properties of “Expectation” of X Multiply X by any constant a… then X is also multiplied by a.

10 General Properties of “Expectation” of X
POPULATION Pop values x Probabilities pmf p(x) x1 p(x1) x2 p(x2) x3 p(x3) Total 1 random variable X Discrete General Properties of “Expectation” of X Multiply X by any constant a… then X is also multiplied by a. i.e.,… i.e.,…

11 General Properties of “Expectation” of X
POPULATION Pop values x Probabilities pmf p(x) x1 p(x1) x2 p(x2) x3 p(x3) Total 1 random variable X Discrete General Properties of “Expectation” of X Add any constant b to X… then b is also added to X .

12 General Properties of “Expectation” of X
POPULATION Pop values x Probabilities pmf p(x) x1 p(x1) x2 p(x2) x3 p(x3) Total 1 random variable X Discrete General Properties of “Expectation” of X Add any constant b to X… then b is also added to X . i.e.,… i.e.,…

13 General Properties of “Expectation” of X
POPULATION Pop values x Probabilities pmf p(x) x1 p(x1) x2 p(x2) x3 p(x3) Total 1 random variable X Discrete General Properties of “Expectation” of X

14 General Properties of “Expectation” of X
POPULATION Pop values x Probabilities pmf p(x) x1 p(x1) x2 p(x2) x3 p(x3) Total 1 random variable X Discrete General Properties of “Expectation” of X This is the analogue of the “alternate computational formula” for the sample variance s2.


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