Darwiche Adnan (EN) — Modeling and Reasoning with Bayesian Networks

Тут можно читать онлайн книгу Darwiche Adnan (EN) - Modeling and Reasoning with Bayesian Networks - бесплатно полную версию (целиком). Жанр книги: Иностранная литература. Вы можете прочесть полную версию (весь текст) онлайн без регистрации и смс на сайте Lib-King.Ru (Либ-Кинг) или прочитать краткое содержание, аннотацию (предисловие), описание и ознакомиться с отзывами (комментариями) о произведении.

Modeling and Reasoning with Bayesian Networks
Язык книги: Английский
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Modeling and Reasoning with Bayesian Networks краткое содержание

Modeling and Reasoning with Bayesian Networks - описание и краткое содержание, автор Darwiche Adnan (EN), читать бесплатно онлайн на сайте электронной библиотеки Lib-King.Ru.

This 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 - читать онлайн бесплатно полную версию (весь текст целиком)

Modeling and Reasoning with Bayesian Networks - читать книгу онлайн бесплатно, автор Darwiche Adnan (EN)

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