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Probabilistic Graphical Models: Principles and Applications
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Summaries and Reviews
Amazon.com description: Product Description: This accessible text/reference provides a general introduction to probabilistic graphical models (PGMs) from an engineering perspective. The book covers the fundamentals for each of the main classes of PGMs, including representation, inference and learning principles, and reviews real-world applications for each type of model. These applications are drawn from a broad range of disciplines, highlighting the many uses of Bayesian classifiers, hidden Markov models, Bayesian networks, dynamic and temporal Bayesian networks, Markov random fields, influence diagrams, and Markov decision processes. Features: presents a unified framework encompassing all of the main classes of PGMs; describes the practical application of the different techniques; examines the latest developments in the field, covering multidimensional Bayesian classifiers, relational graphical models and causal models; provides exercises, suggestions for further reading, and ideas for research or programming projects at the end of each chapter.

Editions
Hardcover
Book cover for 9781447166986
 
The price comparison is for this edition
from Springer-Verlag New York Inc (June 30, 2015)
9781447166986 | details & prices | 6.50 × 9.50 × 1.00 in. | 1.45 lbs | List price $69.99
About: This accessible text/reference provides a general introduction to probabilistic graphical models (PGMs) from an engineering perspective.
Paperback
With J. I. Rodale | Revised edition from Grand Central Pub (November 1, 2001); titled "Synonym Finder"
9780446781978 | details & prices | List price $15.95
This edition also contains Synonym Finder
About: Originally published in 1978 by the founder of Rodale Press, The Synonym Finder continues to be a practical reference tool for every home and office.

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