Probability Theory

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Probability theory is the study of reasoning with incomplete information. The laws of logic govern all correct reasoning when operating under conditions of perfect information. IfA is true, and if A implies B, then we may deduce that B is true as well. But in many cases, we may be uncertain about whether A is true or not. Probability theory governs all correct reasoning when operating under conditions of incomplete or unreliable information. As such, it is an extremely useful field of study, with many applications.

Fundamental concepts

  1. /Probability spaces/
  2. /Conditional probability/
  3. /Independence/
  4. /Random variables/

Probabilities on finite sets

  1. /Finite probability spaces/
  2. /Random variables on finite probability spaces/
  3. /Sums of independent random variables on finite probability spaces/

Probability and measure theory

Laws of large numbers

Central limit theorems

Partition Functions

Sources

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