Studies in Fuzziness and Soft Computing

Advances in Bayesian Networks

Editors: Gámez, José A., Moral, Serafin, Salmerón Cerdan, Antonio (Eds.)

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About this book

 In recent years probabilistic graphical models, especially Bayesian networks and decision graphs, have experienced significant theoretical development within areas such as Artificial Intelligence and Statistics. This carefully edited monograph is a compendium of the most recent advances in the area of probabilistic graphical models such as decision graphs, learning from data and inference. It presents a survey of the state of the art of specific topics of recent interest of Bayesian Networks, including approximate propagation, abductive inferences, decision graphs, and applications of influence. In addition, "Advances in Bayesian Networks" presents a careful selection of applications of probabilistic graphical models to various fields such as speech recognition, meteorology or information retrieval

Table of contents (17 chapters)

Table of contents (17 chapters)
  • Hypercausality, Randomisation, and Local and Global Independence

    Pages 1-18

    Daneshkhah, Alireza (et al.)

  • Interface Verification for Multiagent Probabilistic Inference

    Pages 19-38

    Xiang, Y. (et al.)

  • Optimal Time—Space Tradeoff In Probabilistic Inference

    Pages 39-55

    Allen, David (et al.)

  • Hierarchical Junction Trees: Conditional Independence Preservation and Forecasting in Dynamic Bayesian Networks with Heterogeneous Evolution

    Pages 57-75

    Puch, Roberto O. (et al.)

  • Algorithms for Approximate Probability Propagation in Bayesian Networks

    Pages 77-99

    Cano, Andrés (et al.)

Buy this book

eBook 118,99 €
price for Spain (gross)
  • ISBN 978-3-540-39879-0
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover 155,99 €
price for Spain (gross)
  • ISBN 978-3-540-20876-1
  • 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 155,99 €
price for Spain (gross)
  • ISBN 978-3-642-05885-1
  • 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 Bayesian Networks
Editors
  • José A. Gámez
  • Serafin Moral
  • Antonio Salmerón Cerdan
Series Title
Studies in Fuzziness and Soft Computing
Series Volume
146
Copyright
2004
Publisher
Springer-Verlag Berlin Heidelberg
Copyright Holder
Springer-Verlag Berlin Heidelberg
eBook ISBN
978-3-540-39879-0
DOI
10.1007/978-3-540-39879-0
Hardcover ISBN
978-3-540-20876-1
Softcover ISBN
978-3-642-05885-1
Series ISSN
1434-9922
Edition Number
1
Number of Pages
XI, 328
Topics