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Inductive Logic Programming

20th International Conference, ILP 2010, Florence, Italy, June 27-30, 2010, Revised Papers

  • Conference proceedings
  • © 2011

Overview

Editors:
  1. Paolo Frasconi

    1. Dipartimento di Sistemi e Informatica, Universitá degli Studi di Firenze, Italy

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  2. Francesca A. Lisi

    1. Dipartimento di Informatica, Università degli Studi di Bari, Bari, Italy

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Part of the book series: Lecture Notes in Computer Science (LNCS, volume 6489)

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

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Conference proceedings info: ILP 2010.

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Table of contents (29 papers)

  1. Front Matter

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  3. Research Papers

    1. Learning Multi-class Theories in ILP

      • Tarek Abudawood, Peter A. Flach
      Pages 6-13

    2. A Numerical Refinement Operator Based on Multi-Instance Learning

      • Erick Alphonse, Tobias Girschick, Fabian Buchwald, Stefan Kramer
      Pages 14-21

    3. Not Far Away from Home: A Relational Distance-Based Approach to Understanding Images of Houses

      • Laura Antanas, Martijn van Otterlo, José Oramas M., Tinne Tuytelaars, Luc De Raedt
      Pages 22-29

    4. Approximate Inference for Logic Programs with Annotated Disjunctions

      • Stefano Bragaglia, Fabrizio Riguzzi
      Pages 30-37

    5. Approximate Bayesian Computation for the Parameters of PRISM Programs

      • James Cussens
      Pages 38-46

    6. Probabilistic Rule Learning

      • Luc De Raedt, Ingo Thon
      Pages 47-58

    7. Interactive Discriminative Mining of Chemical Fragments

      • Nuno A. Fonseca, Max Pereira, Vítor Santos Costa, Rui Camacho
      Pages 59-66

    8. MMRF for Proteome Annotation Applied to Human Protein Disease Prediction

      • Beatriz García-Jiménez, Agapito Ledezma, Araceli Sanchis
      Pages 67-75

    9. Extending ProbLog with Continuous Distributions

      • Bernd Gutmann, Manfred Jaeger, Luc De Raedt
      Pages 76-91

    10. Multivariate Prediction for Learning on the Semantic Web

      • Yi Huang, Volker Tresp, Markus Bundschus, Achim Rettinger, Hans-Peter Kriegel
      Pages 92-104

    11. Learning Action Descriptions of Opponent Behaviour in the Robocup 2D Simulation Environment

      • Alberto Illobre, Jorge Gonzalez, Ramon Otero, Jose Santos
      Pages 105-113

    12. Hypothesizing about Causal Networks with Positive and Negative Effects by Meta-level Abduction

      • Katsumi Inoue, Andrei Doncescu, Hidetomo Nabeshima
      Pages 114-129

    13. BET : An Inductive Logic Programming Workbench

      • Srihari Kalgi, Chirag Gosar, Prasad Gawde, Ganesh Ramakrishnan, Kekin Gada, Chander Iyer et al.
      Pages 130-137

    14. Seeing the World through Homomorphism: An Experimental Study on Reducibility of Examples

      • Ondřej Kuželka, Filip Železný
      Pages 138-145

    15. Learning Discriminant Rules as a Minimal Saturation Search

      • Matthieu Lopez, Lionel Martin, Christel Vrain
      Pages 146-157

    16. Variation of Background Knowledge in an Industrial Application of ILP

      • Stephen H. Muggleton, Jianzhong Chen, Hiroaki Watanabe, Stuart J. Dunbar, Charles Baxter, Richard Currie et al.
      Pages 158-170
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About this book

This book constitutes the thoroughly refereed post-proceedings of the 20th International Conference on Inductive Logic Programming, ILP 2010, held in Florence, Italy in June 2010. The 11 revised full papers and 15 revised short papers presented together with abstracts of three invited talks were carefully reviewed and selected during two rounds of refereeing and revision. All current issues in inductive logic programming, i.e. in logic programming for machine learning are addressed, in particular statistical learning and other probabilistic approaches to machine learning are reflected.

Editors and Affiliations

  • Dipartimento di Sistemi e Informatica, Universitá degli Studi di Firenze, Italy

    Paolo Frasconi

  • Dipartimento di Informatica, Università degli Studi di Bari, Bari, Italy

    Francesca A. Lisi

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