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This section provides a detailed introduction to Bayesian probability as required for BBNs. It covers the following topics:

Frequentist approach

Bayesian approach

Probability axioms

Variables and and probability distributions

Joint events and marginalisation

Conditional probability

Bayes rule

Chain rule

Independence and conditional independence

Biases and fallacies in reasoning about probability