Contents Volume 38, 2010 Using Local Alignments for Relation Recognition . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1 S. Katrenko, P. W. Adriaans, M. van Someren Change in Abstract Argumentation Frameworks: Adding an Argument . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 49 C. Cayrol, F. Dupin de Saint-Cyr, M.-C. Lagasquie-Schiex BnB-ADOPT: An Asynchronous Branch-and-Bound DCOP Algorithm . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 85 W. Yeoh, A. Felner, S. Koenig A Survey of Paraphrasing and Textual Entailment Methods . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 135 I. Androutsopoulos, P. Malakasiotis Constructing Reference Sets from Unstructured, Ungrammatical Text . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 189 M. Michelson, C. A. Knoblock Grounding FO and FO(ID) with Bound . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 223 J. Wittocx, M. Mariën, M. Denecker Developing Approaches for Solving a Telecommunications Feature Subscription Problem . . . . . . . . . . . . . . . 271 D. Lesaint, D. Mehta, B. O'Sullivan, L. Quesada, N. Wilson Fast Set Bounds Propagation Using a BDD-SAT Hybrid . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 307 G. Gange, P. J. Stuckey, V. Lagoon Mixed Strategies in Combinatorial Agency . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 339 M. Babaioff, M. Feldman, N. Nisan Approximate Model-Based Diagnosis Using Greedy Stochastic Search . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 371 A. Feldman, G. Provan, A. van Gemund Resource-Driven Mission-Phasing Techniques for Constrained Agents in Stochastic Environments . . . . . . . . 415 J. Wu, E. H. Durfee A Minimum Relative Entropy Principle for Learning and Acting . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 475 P. A. Ortega, D. A. Braun Algorithms for Closed Under Rational Behavior (CURB) Sets . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 513 M. Benisch, G. B. Davis, T. Sandholm Logical Foundations of RDF(S) with Datatypes . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 535 J. de Bruijn, S. Heymans Cause Identification from Aviation Safety Incident Reports via Weakly Supervised Semantic Lexicon Construction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 569 M. A. U. Abedin, V. Ng, L. Khan Non-Transferable Utility Coalitional Games via Mixed-Integer Linear Constraints . . . . . . . . . . . . . . . . . . . . . . 633 G. Greco, E. Malizia, L. Palopoli, F. Scarcello Automatic Induction of Bellman-Error Features for Probabilistic Planning . . . . . . . . . . . . . . . . . . . . . . . . . . . . 687 J.-H. Wu, R. Givan Index . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 757 J ournal of Artificial Intelligence Research AN INTERNATIONAL ELECTRONIC AND PRINT JOURNAL Editors and Staff, 2010 Editor-in-Chief Adnan Darwiche Associate Editor-in-Chief Shlomo Zilberstein Associate Editors Regina Barzilay Chris Beck Christian Bessiere Michael Bowling Ronen Brafman Gerhard Brewka Vincent Conitzer Giuseppe De Giacomo James Delgrande Marie desJardins Carmel Domshlak Dieter Fox Hector Geffner Malte Helmert Joerg Hoffmann Manfred Jaeger Thorsten Joachims Jerome Lang Lillian Lee Kevin Leyton-Brown Shaul Markovitch Pierre Marquis Chris Meek Pedro Meseguer Dragomir Radev Jeff Rosenschein Thomas Schiex Dale Schuurmans Alex Smola Prasad Tadepalli Sylvie Thiebaux Gerard Verfaillie Michael Wooldridge Editorial Board David Blei Adi Botea Olivier Buffet Diego Calvanese Xiaoping Chen Yiling Chen Yixin Chen David Chiang Hal Daume Minh Binh Do Prashant Doshi Stefan Edelkamp Gal Elidan Edith Elkind Ulle Endriss Alan Fern Amir Globerson Judy Goldsmith Eric Hansen Paul Harrenstein Patrik Haslum Holger Hoos Kristian Kersting Roni Khardon Dan Klein Sebastien Konieczny Javier Larrosa Carsten Lutz Ines Lynce Felip Manya Lluis Marquez Petri Myllymaki Jennifer Neville Hwee Tou Ng Ilkka Niemela Bo Pang Simon Parsons Joelle Pineau Pascal Poupart Ariel Procaccia Silja Renooij Riccardo Rosati Wheeler Ruml Ashish Sabharwal Lakhdar Sais Torsten Schaub Tobias Scheffer Christian Shelton Ben Taskar Jennifer Wortman Vaughan Kristen Venable Shimon Whiteson Jia-Huai You Advisory Board Rina Dechter Oren Etzioni Boi Faltings Maria Fox Russell Greiner Adele Howe Subbarao Kambhampati Sven Koenig Gerhard Lakemeyer Fangzhen Lin Daniel Marcu Steven Minton Martha Pollack Francesca Rossi Moshe Tennenholtz Michael Wellman Nevin Zhang Toby Walsh Dan Weld Managing Editor Steven Minton Electronic Publishing Editor Daniel Bryce Special Projects Toby Walsh Production Supervisor Lillian Bluestein About JAIR Subscriptions JAIR’s editorial board is dedicated to the rapid dissemination of important research results to the global AI community. The journal's scope encompasses all areas of artificial intelligence, including automated reasoning, cognitive modeling, knowledge representation, learning, natural language, neural networks, perception, and robotics. For information regarding submissions, AI Access Foundation, or the JAIR editorial charter, please see jair.org JAIR (ISSN 1076-975) is published three times a year by the Association for the Advancement of Artificial Intelligence (AAAI), 445 Burgess Drive, Suite 100 Menlo Park, CA 94025-3442, telephone (650) 328-3123. Members of AAAI receive a discount on JAIR subscriptions. The JAIR subscription price is $85.00 per volume or issue. Inquiries regarding membership in the AAAI should be sent to the AAAI at the above address. Microfilm, Back, or Replacement Copies Back issues of JAIR (from volume 18 onward) are available from the Association for the Advancement of Artificial Intelligence. Send requests to AAAI, 445 Burgess Drive, Menlo Park, California 94025. Microform copies are available from ProQuest Information and Learning, 300 North Zeeb Road, Ann Arbor, MI 48106. Telephone (800) 521-3044 or (734) 761-4700. Copying Articles for Personal Use Authorization to photocopy items for internal or personal use, or the internal or personal use of specific clients, or for educational classroom use, is granted by AI Access Foundation. This consent does not extend to other kinds of copying, such as for general distribution, resale, advertising, or for creating new collective works. Please contact AAAI for such permission. Address Change Please notify AAAI eight weeks in advance of a change of address. Send old label with new address to AAAI, 445 Burgess Drive, Suite 100, Menlo Park, CA 94025-3442. Periodicals Postage paid at Menlo Park, CA and additional mailing offices. Postmaster: Change Service Requested. Send address changes to AAAI, 445 Burgess Drive, Suite 100, Menlo Park, CA 94025-3442. Copyright © 2010 by AI Access Foundation and the Association for the Advancement of Artificial Intelligence. All rights reserved. No part of this publication may be reproduced in whole or in part without prior written permission. Unless otherwise stated, the views expressed in published material are those of the authors and do not necessarily reflect the policies or opinions of JAIR, its editors and staff, AI Access Foundation, or the Association for the Advancement of Artificial Intelligence. ISBN 978-1-57735-534-2