Probabilistic Graphical Models: Principles and Tec…

COMPUTERS / General


Most tasks require a person or an automated system to reason — to reach conclusions based on available information. The framework of probabilistic graphical models, presented in this book, provides a general approach for this task. The approach is model-based, allowing interpretable models to be constructed and then manipulated by reasoning algorithms. These models can also be learned…

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Probabilistic Graphical Models


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Author by : Luis Enrique Sucar
Languange Used : en
Release Date : 2015-06-19
Publisher by : Springer

This accessible text/reference provides a general introduction to probabilistic graphical models (PGMs) from a

Probabilistic Graphical Models


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Author by : Daphne Koller
Languange Used : en
Release Date : 2009
Publisher by : MIT Press

A general framework for constructing and using probabilistic models of complex systems that would enable a com

Probabilistic Graphical Models


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Author by : Daphne Koller
Languange Used : en
Release Date : 2009
Publisher by : MIT Press

A general framework for constructing and using probabilistic models of complex systems that would enable a com

Probabilistic Graphical Models For Genetics Genomics And Postgenomics


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Author by : Raphaël Mourad
Languange Used : en
Release Date : 2014-09-18
Publisher by : OUP Oxford

Nowadays bioinformaticians and geneticists are faced with myriad high-throughput data usually presenting the c

Mastering Probabilistic Graphical Models Using Python


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Author by : Ankur Ankan
Languange Used : en
Release Date : 2015-08-03
Publisher by : Packt Publishing Ltd

Master probabilistic graphical models by learning through real-world problems and illustrative code examples i

Building Probabilistic Graphical Models With Python


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Author by : Kiran R Karkera
Languange Used : en
Release Date : 2014-06-25
Publisher by : Packt Publishing Ltd

This is a short, practical guide that allows data scientists to understand the concepts of Graphical models an

Machine Learning


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Author by : Kevin P. Murphy
Languange Used : en
Release Date : 2012-08-24
Publisher by : MIT Press

A comprehensive introduction to machine learning that uses probabilistic models and inference as a unifying ap

Cyber Physical Systems


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Author by : Houbing Song
Languange Used : en
Release Date : 2016-08-27
Publisher by : Morgan Kaufmann

Cyber-Physical Systems: Foundations, Principles and Applications explores the core system science perspective

Artificial Neural Networks And Machine Learning Icann 2012


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Author by : Alessandro Villa
Languange Used : en
Release Date : 2012-09-19
Publisher by : Springer

The two-volume set LNCS 7552 + 7553 constitutes the proceedings of the 22nd International Conference on Artifi

Machine Learning And Data Mining In Pattern Recognition


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Author by : Petra Perner
Languange Used : en
Release Date : 2016-06-27
Publisher by : Springer

This book constitutes the refereed proceedings of the 12th International Conference on Machine Learning and Da

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