Inductive Logic Programming 21st International Conference, ILP 2

This book constitutes the thoroughly refereed post-proceedings of the 21st International Conference on Inductive Logic Programming, ILP 2011, held in Windsor Great Park, UK, in July/August 2011. The 24 revised full papers were carefully reviewed and selec

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LNAI Founding Series Editor Joerg Siekmann DFKI and Saarland University, Saarbrücken, Germany

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Stephen H. Muggleton Alireza Tamaddoni-Nezhad Francesca A. Lisi (Eds.)

Inductive Logic Programming 21st International Conference, ILP 2011 Windsor Great Park, UK, July 31 – August 3, 2011 Revised Selected Papers

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Series Editors Randy Goebel, University of Alberta, Edmonton, Canada Jörg Siekmann, University of Saarland, Saarbrücken, Germany Wolfgang Wahlster, DFKI and University of Saarland, Saarbrücken, Germany Volume Editors Stephen H. Muggleton Alireza Tamaddoni-Nezhad Imperial College London Department of Computer Science 180 Queen’s Gate, London SW7 2BZ, UK E-mail: {s.muggleton, a.tamaddoni-nezhad}@imperial.ac.uk Francesca A. Lisi Università degli Studi di Bari “Aldo Moro” Dipartimento di Informatica Via E. Orabona, 4, 70125 Bari, Italy E-mail: [email protected]

ISSN 0302-9743 e-ISSN 1611-3349 ISBN 978-3-642-31950-1 e-ISBN 978-3-642-31951-8 DOI 10.1007/978-3-642-31951-8 Springer Heidelberg Dordrecht London New York Library of Congress Control Number: 2012942085 CR Subject Classification (1998): I.2.3-4, I.2.6, F.4.1, D.1.6, F.3, F.1 LNCS Sublibrary: SL 7 – Artificial Intelligence

© Springer-Verlag Berlin Heidelberg 2012 This work is subject to copyright. All rights are reserved, whether the whole or part of the material is concerned, specifically the rights of translation, reprinting, re-use of illustrations, recitation, broadcasting, reproduction on microfilms or in any other way, and storage in data banks. Duplication of this publication or parts thereof is permitted only under the provisions of the German Copyright Law of September 9, 1965, in its current version, and permission for use must always be obtained from Springer. Violations are liable to prosecution under the German Copyright Law. The use of general descriptive names, registered names, trademarks, etc. in this publication does not imply, even in the absence of a specific statement, that such names are exempt from the relevant protective laws and regulations and therefore free for general use. Typesetting: Camera-ready by author, data conversion by Scientific Publishing Services, Chennai, India Printed on acid-free paper Springer is part of Springer Science+Business Media (www.springer.com)

Preface

The ILP 2011 conference held in Cumberland Lodge, Great Windsor Park, marked 20 years since the first ILP workshop in 1991. During this period the conference has developed into the premier forum for work on logic-based machine learning. The format of the proceedings for the 21st International Conference of Inductive Logic Programming (ILP 2011) follows a similar format to that of previous conferences, and is particularly close to that used in ILP 2006. Submissions were requested in two phases. The first phase involved short papers (6 pages) which were then presented at the conference and posted on the conference website prior to the conference itself. In the second phase, reviewers selected papers for long paper submission (15 pages maximum). The