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Symbolic and Quantitative Approaches to Reasoning with Uncertainty

8th European Conference, ECSQARU 2005, Barcelona, Spain, July 6-8, 2005, Proceedings

  • Conference proceedings
  • © 2005

Overview

Editors:
  1. Lluís Godo

    1. IIIA - CSIC, Bellaterra, Spain

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Part of the book series: Lecture Notes in Computer Science (LNCS, volume 3571)

Part of the book sub series: Lecture Notes in Artificial Intelligence (LNAI)

Included in the following conference series:

Conference proceedings info: ECSQARU 2005.

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Table of contents (85 papers)

  1. Front Matter

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  3. Bayesian Networks

    1. Nonlinear Deterministic Relationships in Bayesian Networks

      • Barry R. Cobb, Prakash P. Shenoy
      Pages 27-38

    2. Penniless Propagation with Mixtures of Truncated Exponentials

      • Rafael Rumí, Antonio Salmerón
      Pages 39-50

    3. Approximate Factorisation of Probability Trees

      • Irene Martínez, Serafín Moral, Carmelo Rodríguez, Antonio Salmerón
      Pages 51-62

    4. Abductive Inference in Bayesian Networks: Finding a Partition of the Explanation Space

      • M. Julia Flores, José A. Gámez, Serafín Moral
      Pages 63-75

    5. Alert Systems for Production Plants: A Methodology Based on Conflict Analysis

      • Thomas D. Nielsen, Finn V. Jensen
      Pages 76-87

    6. Hydrologic Models for Emergency Decision Support Using Bayesian Networks

      • Martin Molina, Raquel Fuentetaja, Luis Garrote
      Pages 88-99

  4. Graphical Models

    1. Probabilistic Graphical Models for the Diagnosis of Analog Electrical Circuits

      • Christian Borgelt, Rudolf Kruse
      Pages 100-110

    2. Qualified Probabilistic Predictions Using Graphical Models

      • Zhiyuan Luo, Alex Gammerman
      Pages 111-122

    3. A Decision-Based Approach for Recommending in Hierarchical Domains

      • L. M. de Campos, J. M. Fernández-Luna, M. Gómez, J. F. Huete
      Pages 123-135

  5. Learning Causal Networks

    1. Scalable, Efficient and Correct Learning of Markov Boundaries Under the Faithfulness Assumption

      • Jose M. Peña, Johan Björkegren, Jesper Tegnér
      Pages 136-147

    2. Discriminative Learning of Bayesian Network Classifiers via the TM Algorithm

      • Guzmán Santafé, Jose A. Lozano, Pedro Larrañaga
      Pages 148-160

    3. Constrained Score+(Local)Search Methods for Learning Bayesian Networks

      • José A. Gámez, J. Miguel Puerta
      Pages 161-173

    4. On the Use of Restrictions for Learning Bayesian Networks

      • Luis M. de Campos, Javier G. Castellano
      Pages 174-185

    5. Foundation for the New Algorithm Learning Pseudo-Independent Models

      • Jae-Hyuck Lee
      Pages 186-197
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About this book

These are the proceedings of the 8th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty, ECSQARU 2005, held in Barcelona (Spain), July 6–8, 2005. The ECSQARU conferences are biennial and have become a major forum for advances in the theory and practice of r- soning under uncertainty. The ?rst ECSQARU conference was held in Marseille (1991), and after in Granada (1993), Fribourg (1995), Bonn (1997), London (1999), Toulouse (2001) and Aalborg (2003). The papers gathered in this volume were selected out of 130 submissions, after a strict review process by the members of the Program Committee, to be presented at ECSQARU 2005. In addition, the conference included invited lectures by three outstanding researchers in the area, Seraf´ ?n Moral (Imprecise Probabilities), Rudolf Kruse (Graphical Models in Planning) and J´ erˆ ome Lang (Social Choice). Moreover, the application of uncertainty models to real-world problems was addressed at ECSQARU 2005 by a special session devoted to s- cessful industrial applications, organized by Rudolf Kruse. Both invited lectures and papers of the special session contribute to this volume. On the whole, the programme of the conference provided a broad, rich and up-to-date perspective of the current high-level research in the area which is re?ected in the contents of this volume. IwouldliketowarmlythankthemembersoftheProgramCommitteeandthe additional referees for their valuable work, the invited speakers and the invited session organizer.

Editors and Affiliations

  • IIIA - CSIC, Bellaterra, Spain

    Lluís Godo

Bibliographic Information

  • Book Title: Symbolic and Quantitative Approaches to Reasoning with Uncertainty

  • Book Subtitle: 8th European Conference, ECSQARU 2005, Barcelona, Spain, July 6-8, 2005, Proceedings

  • Editors: Lluís Godo

  • Series Title: Lecture Notes in Computer Science

  • DOI: https://doi.org/10.1007/b138862

  • Publisher: Springer Berlin, Heidelberg

  • eBook Packages: Computer Science, Computer Science (R0)

  • Copyright Information: Springer-Verlag Berlin Heidelberg 2005

  • Softcover ISBN: 978-3-540-27326-4Published: 24 June 2005

  • eBook ISBN: 978-3-540-31888-0Published: 25 August 2005

  • Series ISSN: 0302-9743

  • Series E-ISSN: 1611-3349

  • Edition Number: 1

  • Number of Pages: XVI, 1028

  • Topics: Artificial Intelligence, Mathematical Logic and Formal Languages

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