Case-Based Reasoning Research and Development: 23rd International Conference, ICCBR 2015, Frankfurt am Main, Germany, September 28–30, 2015, Proceedings PDF
Preview Case-Based Reasoning Research and Development: 23rd International Conference, ICCBR 2015, Frankfurt am Main, Germany, September 28–30, 2015, Proceedings
Eyke Hüllermeier Mirjam Minor (Eds.) Case-Based Reasoning 3 Research 4 3 9 I A and Development N L 23rd International Conference, ICCBR 2015 Frankfurt am Main, Germany, September 28–30, 2015 Proceedings 123 fi Lecture Notes in Arti cial Intelligence 9343 Subseries of Lecture Notes in Computer Science LNAI Series Editors Randy Goebel University of Alberta, Edmonton, Canada Yuzuru Tanaka Hokkaido University, Sapporo, Japan Wolfgang Wahlster DFKI and Saarland University, Saarbrücken, Germany LNAI Founding Series Editor Joerg Siekmann DFKI and Saarland University, Saarbrücken, Germany More information about this series at http://www.springer.com/series/1244 ü Eyke H llermeier Mirjam Minor (Eds.) (cid:129) Case-Based Reasoning Research and Development 23rd International Conference, ICCBR 2015 – Frankfurt am Main, Germany, September 28 30, 2015 Proceedings 123 Editors Eyke Hüllermeier MirjamMinor Institut für Informatik Institut für Informatik UniversitätPaderborn Goethe-UniversitätFrankfurt Paderborn Frankfurt/Main Germany Germany ISSN 0302-9743 ISSN 1611-3349 (electronic) Lecture Notesin Artificial Intelligence ISBN 978-3-319-24585-0 ISBN978-3-319-24586-7 (eBook) DOI 10.1007/978-3-319-24586-7 LibraryofCongressControlNumber:2015949320 LNCSSublibrary:SL7–ArtificialIntelligence SpringerChamHeidelbergNewYorkDordrechtLondon ©SpringerInternationalPublishingSwitzerland2015 Thisworkissubjecttocopyright.AllrightsarereservedbythePublisher,whetherthewholeorpartofthe material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storageandretrieval,electronicadaptation,computersoftware,orbysimilarordissimilarmethodologynow knownorhereafterdeveloped. Theuseofgeneraldescriptivenames,registerednames,trademarks,servicemarks,etc.inthispublication doesnotimply,evenintheabsenceofaspecificstatement,thatsuchnamesareexemptfromtherelevant protectivelawsandregulationsandthereforefreeforgeneraluse. Thepublisher,theauthorsandtheeditorsaresafetoassumethattheadviceandinformationinthisbookare believedtobetrueandaccurateatthedateofpublication.Neitherthepublishernortheauthorsortheeditors give a warranty, express or implied, with respect to the material contained herein or for any errors or omissionsthatmayhavebeenmade. Printedonacid-freepaper SpringerInternationalPublishingAGSwitzerlandispartofSpringerScience+BusinessMedia (www.springer.com) Preface This volume comprises the papers presented at ICCBR 2015, the 23rd International Conference on Case-Based Reasoning (http://www.iccbr.org/iccbr15), which took placeattheForschungskollegHumanwissenschaftenofGoetheUniversityFrankfurtin Bad Homburg, Germany, during September 28–30, 2015. There were 37 submissions from15countriesspanningNorthandSouthAmerica,Europe,andAsia.Eachonewas reviewed by three Program Committee members. The committee accepted 16 papers for oral presentation and 10 papers for poster presentation at the conference. The International Conference on Case-Based Reasoning is the pre-eminent inter- national meeting on case-based reasoning (CBR). Previous ICCBR conferences have been held in Sesimbra, Portugal (1995), Providence, USA (1997), Seeon Monastery, Germany (1999), Vancouver, Canada (2001), Trondheim, Norway (2003), Chicago, USA (2005), Belfast, UK (2007), Seattle, USA (2009), Alessandria, Italy (2010), London, UK (2011), Lyon, France (2012), Saratoga Springs, USA (2013) and most recently in Cork, Ireland (2014). The first day of ICCBR featured topical workshops on current aspects of CBR including case-based agents, e-CBR: building cyberinfrastructure for the CBR com- munity, experience and creativity, CBR in the health sciences, and computer cooking. The Doctoral Consortium involved presentations by 12 graduate students in collabo- rationwiththeirrespectiveseniorCBRresearchmentors.Thefirstdayalsohostedthe ComputerCookingContest,theaimofwhichistopromotetheuseofAItechnologies such as case-based reasoning, information extraction, information retrieval, and semantic technologies. The second and third day consisted of scientific paper presentations on theoretical and applied CBR research as well as invited talks from two distinguished scholars: Qiang Yang, the head of the Computer Science and Engineering (CSE) department at Hong Kong University of Science and Technology (HKUST), where he is a New BrightEndowedChairProfessorofEngineering,andMichaelM.Richter,Professorof Computer Science at the University of Kaiserslautern, Germany, until 2003 and presently Adjunct Professor at University of Calgary, Canada. Qiang Yang gave a keynote address on advances in transfer learning where target problem domains are complex and have fewer data towork with than a source domain. The keynote talk of MichaelM.Richterwasdevotedtocase-basedreasoningandstochasticprocesses.The presentations and posters covered a wide range of CBR topics of interest both to researchersandpractitionersincludingadvancedretrieval,plans,processes,scalability, adaptability, maintenance, recommender systems, and robotics. ManypeoplehelpedmakeICCBR2015asuccess.EricKüblerandJennyQuasten, GoetheUniversityFrankfurtamMain,Germany,servedaslocalorganizerswithEyke Hüllermeier,UniversityofPaderborn,andMirjamMinor,GoetheUniversityFrankfurt am Main, Germany, as program co-chairs. We would like to thank Joseph Kendall-Morwick, Capital University, USA, who acted as a workshop chair. Our VI Preface thanks also go to Nirmalie Wiratunga, The Robert Gordon University, UK, and Sarah Jane Delany, Dublin Institute of Technology, Ireland, for organizing the Doctoral Consortium. We thank Emmanuel Nauer, LORIA, France, and David Wilson, Uni- versity of North Carolina at Charlotte, USA, who were responsible for the Computer Cooking Competition. We thank Pascal Reuss, Stiftung Universität Hildesheim, Ger- many, who served as a publicity chair. We want to acknowledge the support of the team of the conference venue Forschungskolleg Humanwissenschaften. We are also very grateful to all our funding providers, which at the time of printing included the National Science Foundation, the International Joint Conference on Artificial Intelli- gence, the Goethe University Frankfurt am Main, Empolis Information Management GmbH, and LORIA. Wethank theProgram Committee andtheadditional reviewersfortheirtimelyand thorough participation in the review process. We appreciate the time and effort put in by the local organizers. Finally, we acknowledge the support of EasyChair in the submission, review,and proceedings creation processes, andwe thank Springerfor its continued support in publishing the proceedings of ICCBR. July 2015 Eyke Hüllermeier Mirjam Minor Organization Program Chairs Eyke Hüllermeier University of Paderborn, Germany Mirjam Minor Goethe University Frankfurt, Germany Local Organization Eric Kübler Goethe University Frankfurt, Germany Jenny Quasten Goethe University Frankfurt, Germany Workshop Chair Joseph Kendall-Morwick Capital University, USA Doctoral Consortium Chairs Nirmalie Wiratunga The Robert Gordon University, UK Sarah Jane Delany Dublin Institute of Technology, Ireland Computer Cooking Chairs Emmanuel Nauer Université de Lorraine, France David Wilson University of North Carolina at Charlotte, USA Publicity Chair Pascal Reuss Stiftung Universität Hildesheim, Germany Program Committee Agnar Aamodt NTNU, Norway David W. Aha Naval Research Laboratory, USA Klaus-Dieter Althoff DFKI/University of Hildesheim, Germany Kerstin Bach Verdande Technology, USA Derek Bridge University College Cork, Ireland Isabelle Bichindaritz State University of New York at Oswego, USA Ralph Bergmann University of Trier, Germany William Cheetham GE Global Research, USA Alexandra Coman Northern Ohio University, USA Amélie Cordier LIRIS, France VIII Organization Susan Craw The Robert Gordon University, UK Sarah Jane Delany Dublin Institute of Technology, Ireland Belen Diaz-Agudo Universidad Complutense de Madrid, Spain Michael Floyd Knexus Research, USA Mehmet H. Göker Salesforce, USA Ashok Goel Georgia Institute of Technology, USA Pedro González Calero Complutense University of Madrid, Spain Joseph Kendall-Morwick Capital University, USA Deepak Khemani Indian Institute of Technology, India Luc Lamontagne Laval University, Canada David Leake Indiana University, USA Jean Lieber LORIA - Inria Lorraine, France Ramon Lopez De Mantaras IIIA - CSIC, Spain Cindy Marling Ohio University, USA Stewart Massie The Robert Gordon University, UK Lorraine McGinty University College Dublin, Ireland David McSherry University of Ulster, UK Alain Mille LIRIS, France Stefania Montani Università Piemonte Orientale, Italy Emmanuel Nauer Université de Lorraine, France Santiago Ontañón Drexel University, USA Miltos Petridis CEM, Brighton University, UK Enric Plaza IIIA - CSIC, Spain Luigi Portinale Universitá Piemonte Orientale, Italy Ashwin Ram PARC, USA Juan Recio-Garcia Complutense University of Madrid, Spain Michael Richter University of Calgary, Canada Thomas Roth-Berghofer University of West London, UK Jonathan Rubin PARC, USA Antonio Sánchez-Ruiz Complutense University of Madrid, Spain Barry Smyth University College Dublin, Ireland Frode Soermo Verdande Technology, USA Ian Watson University of Auckland, New Zealand Rosina Weber Drexel University, USA David Wilson University of North Carolina at Charlotte, USA Nirmalie Wiratunga The Robert Gordon University, UK Additional Reviewers Xavier Ferrer Arran Pascal Reuss Contents Case Base Maintenance in Preference-Based CBR. . . . . . . . . . . . . . . . . . . . 1 Amira Abdel-Aziz and Eyke Hüllermeier Learning to Estimate: A Case-Based Approach to Task Execution Prediction. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 15 BryanAuslander,MichaelW.Floyd,ThomasApker,BenjaminJohnson, Mark Roberts, and David W. Aha Case-Based Policy and Goal Recognition. . . . . . . . . . . . . . . . . . . . . . . . . . 30 Hayley Borck, Justin Karneeb, Michael W. Floyd, Ron Alford, and David W. Aha Adapting Sentiments with Context . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 44 Flávio Ceci, Rosina O. Weber, Alexandre L. Gonçalves, and Roberto C.S. Pacheco Aspect Selection for Social Recommender Systems. . . . . . . . . . . . . . . . . . . 60 Yoke Yie Chen, Xavier Ferrer, Nirmalie Wiratunga, and Enric Plaza Music Recommendation: Audio Neighbourhoods to Discover Music in the Long Tail. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 73 Susan Craw, Ben Horsburgh, and Stewart Massie Goal-Driven Autonomy with Semantically-Annotated Hierarchical Cases. . . . 88 Dustin Dannenhauer and Héctor Muñoz-Avila Evaluating a Textual Adaptation System . . . . . . . . . . . . . . . . . . . . . . . . . . 104 Valmi Dufour-Lussier and Jean Lieber Visual Case Retrieval for Interpreting Skill Demonstrations . . . . . . . . . . . . . 119 Tesca Fitzgerald, Keith McGreggor, Baris Akgun, Andrea Thomaz, and Ashok Goel Improving Trust-Guided Behavior Adaptation Using Operator Feedback . . . . 134 Michael W. Floyd, Michael Drinkwater, and David W. Aha Top-Down Induction of Similarity Measures Using Similarity Clouds . . . . . . 149 Thomas Gabel and Eicke Godehardt Improving Case Retrieval Using Typicality . . . . . . . . . . . . . . . . . . . . . . . . 165 Emmanuelle Gaillard, Jean Lieber, and Emmanuel Nauer
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