Topic 3 Flashcards
Discrete Probability Distribution
a function that associates a real number with each element in the sample space
Random Variable
a value of assigned to finite or countably infinite set
Discrete Random Variable
a chart or list that shows all the possible outcomes of an event and how likely each one is to happen
Probability Distribution
a function that provides the probabilities of occurrence of different possible outcomes in a statistical experiment
Probability Distribution
Probability Distribution of a Discrete Random Variable is called
Probability Mass Function (pmf)
cumulative distribution function of a real-valued random variable,
Cumulative Distribution Function
long term average/mean value of a random variable
Expected Value 𝑬(𝑿)
shows how far data in a set are from the mean
Variance
a measure that describes the degree to which two random variables change together
Covariance
A fixed number of Bernoulli trial
Binomial Distribution
Consisting of repeated trials having two possible outcomes (success or failure)
Binomial Distribution
Bernoulli Process Properties
- Experiment consists of repeated trials.
- Has two outcomes
- Constant probability
- Repeated trials are independent
A trial have more than two possible outcomes
Multinomial Distribution
An experiment yielding numerical values of a random variable, the number of outcomes occurring during a given time interval or in a specified region
Poisson Experiment
Poisson Process Properties
- The number of outcomes occurring in one time interval or specified region of space is
independent of the number that occur in any other disjoint time interval or region. - The probability that a single outcome will occur during a very short time interval or in a small region is proportional to the length of the time interval or the size of the region and does not depend on the number of outcomes occurring outside this time interval or region.
- The probability that more than one outcome will occur in such a short time interval or fall in such a small region is negligible.
No memory
Poisson Process