Modeling and Reasoning with Bayesian Networks

Autoren

• Adnan Darwiche

Parameter

Seitenzahl

562 Seiten

Lesezeit

20 Stunden

• Handbücher und Anleitungen
• Informatik & Programmierung
• Künstliche Intelligenz
• Mathematik

Mehr zum Buch

This book provides a thorough introduction to the formal foundations and practical applications of Bayesian networks. It provides an extensive discussion of techniques for building Bayesian networks that model real-world situations, including techniques for synthesizing models from design, learning models from data, and debugging models using sensitivity analysis. It also treats exact and approximate inference algorithms at both theoretical and practical levels. The author assumes very little background on the covered subjects, supplying in-depth discussions for theoretically inclined readers and enough practical details to provide an algorithmic cookbook for the system developer.

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• Sprache: Englisch
• Erscheinungsdatum: 2014
• Einband: Paperback