STAT447

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Basic Elements of Probability Theory

Computing, Informatics & Data ScienceUndergraduateCollege of Business, Engineering, and Technology

Outcome

Employ the concepts of sample space and event to calculate classical probabilities.

Outcome

Apply tree diagrams, the law of total probability, and Bayes' rule to calculate conditional probabilities.

Outcome

Define and use random variables.

Outcome

Identify and examine typical distributions such as binomial, Poisson, geometric, hypergeometric, normal, uniform, gamma, beta, and exponential distributions.

Outcome

Calculate marginal distributions and conditional distributions for a given joint distribution.

Outcome

Calculate the mean, variance, quantiles, and moment generating function of a distribution.

Outcome

Calculate the conditional mean and conditional variance of a distribution.

Outcome

Use Jacobians to find distributions or joint distributions.

Outcome

Distinguish basic sampling distributions such as normal, chisquared, t, and F distributions.

Outcome

Apply typical distributions to solve real life problems.