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Inductive Logic Programming

22nd International Conference, ILP 2012, Dubrovnik, Croatia, September 16-18,2012, Revised Selected papers

  • Conference proceedings
  • © 2013

Overview

Editors:
  1. Fabrizio Riguzzi

    1. Department of Mathematics and Computer Science, University of Ferrara, Ferrara, Italy

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  2. Filip Železný

    1. Department of Computer Science and Engineering, Faculty of Electrical Engineering, Czech Technical University in Prague, Prague 2, Republic Czech

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    You can also search for this editor in PubMed   Google Scholar

  • Fast-track conference proceedings of ILP 2012

Part of the book series: Lecture Notes in Computer Science (LNCS, volume 7842)

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

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Conference proceedings info: ILP 2012.

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Table of contents (18 papers)

  1. Front Matter

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  2. A Relational Approach to Tool-Use Learning in Robots

    • Solly Brown, Claude Sammut
    Pages 1-15

  3. A Refinement Operator for Inducing Threaded-Variable Clauses

    • Angelos Charalambidis, Stasinos Konstantopoulos
    Pages 16-31

  4. Propositionalisation of Continuous Attributes beyond Simple Aggregation

    • Soufiane El Jelali, Agnès Braud, Nicolas Lachiche
    Pages 32-44

  5. Topic Models with Relational Features for Drug Design

    • Tanveer A. Faruquie, Ashwin Srinivasan, Ross D. King
    Pages 45-57

  6. Pairwise Markov Logic

    • Daan Fierens, Kristian Kersting, Jesse Davis, Jian Chen, Martin Mladenov
    Pages 58-73

  7. Evaluating Inference Algorithms for the Prolog Factor Language

    • Tiago Gomes, Vítor Santos Costa
    Pages 74-85

  8. Polynomial Time Pattern Matching Algorithm for Ordered Graph Patterns

    • Takahiro Hino, Yusuke Suzuki, Tomoyuki Uchida, Yuko Itokawa
    Pages 86-101

  9. Fast Parameter Learning for Markov Logic Networks Using Bayes Nets

    • Hassan Khosravi
    Pages 102-115

  10. Bounded Least General Generalization

    • Ondřej Kuželka, Andrea Szabóová, Filip Železný
    Pages 116-129

  11. Itemset-Based Variable Construction in Multi-relational Supervised Learning

    • Dhafer Lahbib, Marc Boullé, Dominique Laurent
    Pages 130-150

  12. A Declarative Modeling Language for Concept Learning in Description Logics

    • Francesca Alessandra Lisi
    Pages 151-165

  13. Identifying Driver’s Cognitive Load Using Inductive Logic Programming

    • Fumio Mizoguchi, Hayato Ohwada, Hiroyuki Nishiyama, Hirotoshi Iwasaki
    Pages 166-177

  14. Opening Doors: An Initial SRL Approach

    • Bogdan Moldovan, Laura Antanas, McElory Hoffmann
    Pages 178-192

  15. Probing the Space of Optimal Markov Logic Networks for Sequence Labeling

    • Naveen Nair, Ajay Nagesh, Ganesh Ramakrishnan
    Pages 193-208

  16. What Kinds of Relational Features Are Useful for Statistical Learning?

    • Amrita Saha, Ashwin Srinivasan, Ganesh Ramakrishnan
    Pages 209-224

  17. Learning Dishonesty

    • Chiaki Sakama
    Pages 225-240

  18. Heuristic Inverse Subsumption in Full-Clausal Theories

    • Yoshitaka Yamamoto, Katsumi Inoue, Koji Iwanuma
    Pages 241-256

  19. Learning Unordered Tree Contraction Patterns in Polynomial Time

    • Yuta Yoshimura, Takayoshi Shoudai
    Pages 257-272

  20. Back Matter

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About this book

This book constitutes the thoroughly refereed post-proceedings of the 22nd International Conference on Inductive Logic Programming, ILP 2012, held in Dubrovnik, Croatia, in September 2012. The 18 revised full papers were carefully reviewed and selected from 41 submissions. The papers cover the following topics: propositionalization, logical foundations, implementations, probabilistic ILP, applications in robotics and biology, grammatical inference, spatial learning and graph-based learning.

Editors and Affiliations

  • Department of Mathematics and Computer Science, University of Ferrara, Ferrara, Italy

    Fabrizio Riguzzi

  • Department of Computer Science and Engineering, Faculty of Electrical Engineering, Czech Technical University in Prague, Prague 2, Republic Czech

    Filip Železný

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