Studies in Fuzziness and Soft Computing

Advances in Probabilistic Graphical Models

Editors: Lucas, Peter, Gámez, José A., Salmerón Cerdan, Antonio (Eds.)

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About this book

In recent years considerable progress has been made in the area of probabilistic graphical models, in particular Bayesian networks and influence diagrams. Probabilistic graphical models have become mainstream in the area of uncertainty in artificial intelligence;
contributions to the area are coming from computer science, mathematics, statistics and engineering.

This carefully edited book brings together in one volume some of the most important topics of current research in probabilistic graphical modelling, learning from data and probabilistic inference. This includes topics such as the characterisation of conditional
independence, the sensitivity of the underlying probability distribution of a Bayesian network to variation in its parameters, the learning of graphical models with latent variables and extensions to the influence diagram formalism.  In addition, attention is given to important application fields of probabilistic graphical models, such as the control of vehicles, bioinformatics and medicine.

Table of contents (18 chapters)

Table of contents (18 chapters)
  • Markov Equivalence in Bayesian Networks

    Pages 3-38

    Flesch, Ildikó (et al.)

  • A Causal Algebra for Dynamic Flow Networks

    Pages 39-54

    Smith, James Q. (et al.)

  • Graphical and Algebraic Representatives of Conditional Independence Models

    Pages 55-80

    Vomlel, Jiří (et al.)

  • Bayesian Network Models with Discrete and Continuous Variables

    Pages 81-102

    Cobb, Barry R. (et al.)

  • Sensitivity Analysis of Probabilistic Networks

    Pages 103-124

    van der Gaag, Linda C. (et al.)

Buy this book

eBook 118,99 €
price for Spain (gross)
  • ISBN 978-3-540-68996-6
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover 145,59 €
price for Spain (gross)
  • ISBN 978-3-540-68994-2
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
  • The final prices may differ from the prices shown due to specifics of VAT rules
Softcover 145,59 €
price for Spain (gross)
  • ISBN 978-3-642-08854-4
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
  • The final prices may differ from the prices shown due to specifics of VAT rules
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Bibliographic Information

Bibliographic Information
Book Title
Advances in Probabilistic Graphical Models
Editors
  • Peter Lucas
  • José A. Gámez
  • Antonio Salmerón Cerdan
Series Title
Studies in Fuzziness and Soft Computing
Series Volume
213
Copyright
2007
Publisher
Springer-Verlag Berlin Heidelberg
Copyright Holder
Springer-Verlag Berlin Heidelberg
eBook ISBN
978-3-540-68996-6
DOI
10.1007/978-3-540-68996-6
Hardcover ISBN
978-3-540-68994-2
Softcover ISBN
978-3-642-08854-4
Series ISSN
1434-9922
Edition Number
1
Number of Pages
X, 386
Topics