[Comp-neuro] Book Release: Modeling and Reasoning with Bayesian
Networks -- by Adnan Darwiche
Terry Valai
terry at cs.ucla.edu
Mon Jun 29 17:48:47 CEST 2009
From: Terry Valai [mailto:terry at cs.ucla.edu]
Sent: Friday, June 26, 2009 3:09 PM
To: 'comp-neuro at neuroinf.org'
Subject: Book Release: Modeling and Reasoning with Bayesian Networks -- by
Adnan Darwiche
Title: Modeling and Reasoning with Bayesian Networks
Author: Adnan Darwiche
Publisher: Cambridge University Press, 2009
Description:
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.
A table of contents and a search through book pages are available at:
http://www.amazon.com/dp/0521884381/
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