Bayesian Learning

[R&N 19.6 and new]

Artificial Intelligence I

Henry Kautz

Autumn 2001

• Bayes Theorem
• MAP, ML hypotheses
• MAP learners
• Minimum description length principle
• Bayes optimal classifier
• Naive Bayes learner
• Example: Learning over text data
• Bayesian belief networks
• Expectation Maximization algorithm