Chapter 1

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RS Chapter 1 Random Variables6/14/20191Chapter 1Probability Theory: IntroductionBasic Probability General In a probability space ( , , P), the set is the set of all possible outcomesof a probability experiment . Mathematically, is just a set, with elements . It is called the sample space. An eventis the answer to a Yes/No question. Equivalently, an event is a subset of the probability space: A . Think of A as the set of outcomes where the answer is Yes , and Acis the complementary set where the answer is No . A -algebra is a mathematical model of a state of partial knowledge about the outcome.

3 Theorem: All σ-algebras are algebras, and all algebras are semi-rings. Thus, if we require a set to be a semiring, it is sufficient to show instead that it is a σ-algebra or algebra. • Sigma algebras can be generated from arbitrary sets. This will be ... compliments, compliments of

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