Bayesian Reasoning and Machine Learning

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A practical introduction perfect for final-year undergraduate and graduate students without a solid background in linear algebra and calculus.

Modeling and Reasoning with Bayesian Networks

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This book provides a thorough introduction to the formal foundations and practical applications of Bayesian networks. It provides an extensive discussion of tec

Bayesian Reinforcement Learning

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Bayesian methods for machine learning have been widely investigated, yielding principled methods for incorporating prior information into inference algorithms.

Bayesian Time Series Models

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The first unified treatment of time series modelling techniques spanning machine learning, statistics, engineering and computer science.

Learning Bayesian Networks

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In this first edition book, methods are discussed for doing inference in Bayesian networks and inference diagrams. Hundreds of examples and problems allow reade