Machine Learning and Probabilistic Graphical Models for Decision Support Systems
Language: en
Pages: 330
Authors: Kim Phuc Tran
Categories: Computers
Type: BOOK - Published: 2022-10-13 - Publisher: CRC Press

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This book presents recent advancements in research, a review of new methods and techniques, and applications in decision support systems (DSS) with Machine Lear
Probabilistic Graphical Models
Language: en
Pages: 1270
Authors: Daphne Koller
Categories: Computers
Type: BOOK - Published: 2009-07-31 - Publisher: MIT Press

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A general framework for constructing and using probabilistic models of complex systems that would enable a computer to use available information for making deci
Bayesian Networks and Decision Graphs
Language: en
Pages: 457
Authors: Thomas Dyhre Nielsen
Categories: Science
Type: BOOK - Published: 2009-03-17 - Publisher: Springer Science & Business Media

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This is a brand new edition of an essential work on Bayesian networks and decision graphs. It is an introduction to probabilistic graphical models including Bay
Probabilistic Graphical Models
Language: en
Pages: 370
Authors: Luis Enrique Sucar
Categories: Computers
Type: BOOK - Published: 2020-12-23 - Publisher: Springer Nature

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This fully updated new edition of a uniquely accessible textbook/reference provides a general introduction to probabilistic graphical models (PGMs) from an engi
Bayesian Reasoning and Machine Learning
Language: en
Pages: 739
Authors: David Barber
Categories: Computers
Type: BOOK - Published: 2012-02-02 - Publisher: Cambridge University Press

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A practical introduction perfect for final-year undergraduate and graduate students without a solid background in linear algebra and calculus.