Modeling and Reasoning with Bayesian Networks 2024 pdf epub mobi 电子书

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发表于2024-11-26

Modeling and Reasoning with Bayesian Networks 2024 pdf epub mobi 电子书

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出版者:Cambridge University Press

作者:Professor Adnan Darwiche

出品人:

页数:562

译者:

出版时间:2009-5-28

价格:GBP 84.99

装帧:Hardcover

isbn号码:9780521884389

丛书系列:

图书标签: 贝叶斯机器学习 Machine-Learning Graph-Model Bayesian

Modeling and Reasoning with Bayesian Networks 2024 pdf epub mobi 电子书图书描述

This 2009 book is 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 treatment of exact algorithms covers the main inference paradigms based on elimination and conditioning and includes advanced methods for compiling Bayesian networks, time-space tradeoffs, and exploiting local structure of massively connected networks. The treatment of approximate algorithms covers the main inference paradigms based on sampling and optimization and includes influential algorithms such as importance sampling, MCMC, and belief propagation. 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.

Modeling and Reasoning with Bayesian Networks 2024 pdf epub mobi 电子书

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