5 Discrete Random Variables


Definition: random variable
A quantitative variable whose value depends on chance.

Definition: discrete random variable (DRV)
Possible values form a finite or countably infinite set.
    Notation:         {x = n}  -  event that x is n
                            P(x = n)  -   probability that x is n

Definition: Probability Distribution
Listing of possible values and corresponding probabilities of a DRV, or a formula for the probabilities.

Definition: Probability histogram
Possible values of DRV on horizontal axis, probabilities of their occurrence on vertical axis.

Theorem: For any DRV x

Definition: Mean of DRV =    also called expected value, or expectation.

Definition: Standard Deviation of DRV =

                        Shortcut                       =

Definition:   for  

Definition:

Definition:       is the binomial coefficient if n is a positive integer and x is a nonnegative integer.

Definition : Repeated identical trials are Bernoulli Trials if:
i. each trial has 2 outcomes, called success (s) and failure (f).
ii. trials are independent
iii. the probability of success (p) remains identical through each trial
(Note: condition iii. requires replacement) 

Theorem:  Sampling without replacement from a 2-category population can be considered a Bernoulli trial, provided the sample size is small relative to the population size ( 5%).

Theorem: In n Bernoulli trials, the number of outcomes containing exactly x successes is equal to .

Theorem: Suppose n Bernoulli trials are to be performed, with probability of success on any trial p. Let x denote the total number of successes in n trials.
Then:      where x is called the binomial random variable with binomial distribution with parameters n and p.

Procedure: To find a Binomial Probability Formula
1. Identify a success
2. Determine p.
3. Determine n.
4. Use P(x) (x = number of outcomes).

Theorem: If x is a binomial random variable,

          
           

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