STAT447
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Basic Elements of Probability Theory
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.