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Case-Based Reasoning Research and Development: 22nd International Conference, ICCBR 2014, Cork, Ireland, September 29, 2014 - October 1, 2014. Proceedings PDF

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Luc Lamontagne Enric Plaza (Eds.) Case-Based Reasoning 5 Research 6 7 8 AI and Development N L 22nd International Conference, ICCBR 2014 Cork, Ireland, September 29 – October 1, 2014 Proceedings 123 Lecture Notes in Artificial Intelligence 8765 Subseries of Lecture Notes in Computer Science LNAISeriesEditors RandyGoebel UniversityofAlberta,Edmonton,Canada YuzuruTanaka HokkaidoUniversity,Sapporo,Japan WolfgangWahlster DFKIandSaarlandUniversity,Saarbrücken,Germany LNAIFoundingSeriesEditor JoergSiekmann DFKIandSaarlandUniversity,Saarbrücken,Germany Luc Lamontagne Enric Plaza (Eds.) Case-Based Reasoning Research and Development 22nd International Conference, ICCBR 2014 Cork, Ireland, September 29 - October 1, 2014 Proceedings 1 3 VolumeEditors LucLamontagne UniversitéLaval DepartmentofComputerScienceandSoftwareEngineering Québec,Canada E-mail:[email protected] EnricPlaza IIIA,ArtificialIntelligenceResearchInstituteCSIC SpanishNationalResearchCouncil Bellaterra,Catalonia,Spain E-mail:[email protected] ISSN0302-9743 e-ISSN1611-3349 ISBN978-3-319-11208-4 e-ISBN978-3-319-11209-1 DOI10.1007/978-3-319-11209-1 SpringerChamHeidelbergNewYorkDordrechtLondon LibraryofCongressControlNumber:2014948036 LNCSSublibrary:SL7–ArtificialIntelligence ©SpringerInternationalPublishingSwitzerland2014 Thisworkissubjecttocopyright.AllrightsarereservedbythePublisher,whetherthewholeorpartof thematerialisconcerned,specificallytherightsoftranslation,reprinting,reuseofillustrations,recitation, broadcasting,reproductiononmicrofilmsorinanyotherphysicalway,andtransmissionorinformation storageandretrieval,electronicadaptation,computersoftware,orbysimilarordissimilarmethodology nowknownorhereafterdeveloped.Exemptedfromthislegalreservationarebriefexcerptsinconnection withreviewsorscholarlyanalysisormaterialsuppliedspecificallyforthepurposeofbeingenteredand executedonacomputersystem,forexclusiveusebythepurchaserofthework.Duplicationofthispublication orpartsthereofispermittedonlyundertheprovisionsoftheCopyrightLawofthePublisher’slocation, inistcurrentversion,andpermissionforusemustalwaysbeobtainedfromSpringer.Permissionsforuse maybeobtainedthroughRightsLinkattheCopyrightClearanceCenter.Violationsareliabletoprosecution undertherespectiveCopyrightLaw. Theuseofgeneraldescriptivenames,registerednames,trademarks,servicemarks,etc.inthispublication doesnotimply,evenintheabsenceofaspecificstatement,thatsuchnamesareexemptfromtherelevant protectivelawsandregulationsandthereforefreeforgeneraluse. Whiletheadviceandinformationinthisbookarebelievedtobetrueandaccurateatthedateofpublication, neithertheauthorsnortheeditorsnorthepublishercanacceptanylegalresponsibilityforanyerrorsor omissionsthatmaybemade.Thepublishermakesnowarranty,expressorimplied,withrespecttothe materialcontainedherein. Typesetting:Camera-readybyauthor,dataconversionbyScientificPublishingServices,Chennai,India Printedonacid-freepaper SpringerispartofSpringerScience+BusinessMedia(www.springer.com) Preface This volume comprises the papers presented at ICCBR 2014: the 22nd Inter- national Conference on Case-BasedReasoning (http://www.iccbr.org/iccbr14/) which took place from September 29 through October 1, 2014 at the Imperial Hotel in Cork, Ireland. There were 49 submissions from 17 countries spanning North America, Europe, Africa, Asia and the Pacific. Each one was reviewed by three Program Committee members using the criteria of relevance, signifi- cance, originality, technical quality, and presentation. The committee accepted 19 papers for oral presentation and 16 papers for poster presentation at the conference. The InternationalConference onCase-BasedReasoning(ICCBR)is the pre- eminent international meeting on case-based reasoning (CBR). Previous IC- CBRconferenceshavebeenheldinSesimbra,Portugal(1995),Providence,USA (1997), Seeon Monastery, Germany (1999), Vancouver, Canada (2001), Trond- heim, Norway (2003), Chicago, USA (2005), Belfast, UK (2007), Seattle, USA (2009), Alessandria, Italy (2010), London, UK (2011), Lyon, France (2012) and most recently in Saratoga Springs, USA. Day 1 of ICCBR featured topical workshops on current and interesting as- pects of CBR including case-based agents, reasoning with social media content, reasoningabouttimeinCBRandsynergiesbetweenCBRandDataMining.The Doctoral Consortiuminvolvedpresentationsby ten graduatestudents in collab- oration with their respective senior CBR research mentors. Day 1 also hosted the Computer Cooking Contest, the aim of which is to promote the use of AI technologies such as case-based reasoning, information extraction, information retrieval, and semantic technologies. Days 2 and 3 consisted of scientific paper presentations on theoretical and applied CBR research as well as invited talks from two distinguished scholars: Tony Veale, lecturer at the School of Computer Science at University College Dublin, Ireland, and Frode Sørmo, Chief Technology Officer at Verdande Tech- nology,Trondheim,Norway.TonyVealegaveakeynoteaddressoncreativereuse of past solutions and how cut-up techniques can be applied to compositional reuse.Frode Sørmo presentedcase studies explaininghow Verdande Technology applies case-based reasoning techniques to oil drilling operations, financial ser- vices and healthcare monitoring. This volume includes contributions describing the main ideas presented in these keynote presentations. ThepresentationsandposterscoveredawiderangeofCBRtopicsofinterest both to researchers and practitioners including case retrieval and adaptation, case base maintenance, case-based planning, textual CBR, and applications to Web technologies,traffic management, product recommendation,facial recogni- tion, home automation, and fault diagnosis. VI Preface Many people participated in making ICCBR 2014 a success. Derek Bridge, UniversityCollegeCork,Ireland,servedastheconferencechairwithLucLamon- tagne,LavalUniversity,CanadaandEnricPlaza,IIIA-CSIC, Spain,asprogram co-chairs. We would like to thank David Leake, Indiana University, USA, and Jean Lieber, LORIA, France, who acted as workshop chairs. Our thanks also go to Rosina Weber, Drexel University, USA, and Nirmalie Wiratunga, Robert GordonUniversity,UK,fororganizingtheDoctoralConsortium.WethankMir- jamMinor,GoetheUniversity,GermanyandEmmanuelNauer,LORIA,France, who were responsible for the Computer Cooking Competition. We are also very grateful to all our sponsors,which at the time ofprinting included the Artificial Intelligence Journal, the Department of Computer Science at University Col- legeCork, Empolis,F´ailte Ireland, KnexusResearchCorporationandVerdande Technology. We also want to acknowledge the support of AAAI and the Cork Convention Bureau. We thank the Program Committee and the additional reviewers for their timely and thorough participation in the reviewing process. We appreciate the time and effort put in by the local organizers.Finally, we acknowledge the sup- portofEasyChairinthesubmission,review,andproceedingscreationprocesses, and we thank Springer for its continued support in publishing the proceedings of ICCBR. July 2014 Luc Lamontagne Enric Plaza Organization Program Committee Agnar Aamodt NTNU, Norway David Aha Naval Research Laboratory, USA Klaus-Dieter Althoff DFKI/University of Hildesheim, Germany Ralph Bergmann University of Trier, Germany Isabelle Bichindaritz State University of New York at Oswego, USA Alan Black Drexel University, USA Derek Bridge University College Cork, Ireland William Cheetham CDPHP, USA Alexandra Coman Northern Ohio University, USA Am´elie Cordier LIRIS-CNRS, France Susan Craw The Robert Gordon University, UK Sarah Jane Delany Dublin Institute of Technology, Ireland Belen Diaz-Agudo Complutense University of Madrid, Spain Michael Floyd Carleton University, Canada Ashok Goel Georgia Institute of Technology, USA Mehmet Goker Salesforce, USA Pedro Gonza´lez Calero Complutense University of Madrid, Spain Luc Lamontagne Laval University, Canada David Leake Indiana University, USA Jean Lieber LORIA - Inria Lorraine, France Ramon L´opez de M´antaras IIIA-CSIC, Spain Cindy Marling Ohio University, USA Lorraine McGinty University College Dublin, Ireland David McSherry University of Ulster, UK Alain Mille LIRIS-CNRS, France Mirjam Minor Goethe Universitaet Frankfurt, Germany Stefania Montani University Piemonte Orientale, Italy Hector Munoz-Avila Lehigh University, USA Santiago Ontan˜o´n Drexel University, USA Miltos Petridis Brighton University, UK Enric Plaza IIIA - CSIC, Spain Luigi Portinale University of Piemonte Orientale, Italy Ashwin Ram PARC, USA Juan Recio-Garcia Complutense University of Madrid, Spain Thomas Roth-Berghofer University of West London, UK Jonathan Rubin PARC, USA VIII Organization Barry Smyth University College Dublin, Ireland Antonio S´anchez-Ruiz Complutense University of Madrid, Spain Ian Watson University of Auckland, New Zealand Rosina Weber Drexel University, USA David Wilson UniversityofNorthCarolinaatCharlotte,USA Nirmalie Wiratunga The Robert Gordon University, UK Additional Reviewers Black, Alan McGreggor, Keith Canensi, Luca Mueller, Gilbert Cox, Michael Quijano Sanchez, Lara Cunningham, Padraig Reuss, Pascal Dufour-Lussier, Valmi Sahay, Saurav Fitzgerald, Tesca Sani, Sadiq Goerg, Sebastian Sauer, Christian Severin Leonardi,Giorgio Schulte-Zurhausen, Eric Kendall-Morwick, Joseph Schumacher, Pol Massie, Stewart Vattam, Swaroop Table of Contents Invited Talks What I Talk about When I Talk about CBR ........................ 1 Frode Sørmo Running with Scissors: Cut-Ups, Boundary Friction and Creative Reuse .......................................................... 3 Tony Veale Research Papers Learning Solution Similarity in Preference-BasedCBR................ 17 Amira Abdel-Aziz, Marc Strickert, and Eyke Hu¨llermeier Case-Based Parameter Selection for Plans: Coordinating Autonomous Vehicle Teams ................................................... 32 Bryan Auslander, Tom Apker, and David W. Aha Automatic Case Capturing for Problematic Drilling Situations......... 48 Kerstin Bach, Odd Erik Gundersen, Christian Knappskog, and Pinar O¨ztu¨rk Algorithm for Adapting Cases Represented in a Tractable Description Logic........................................................... 63 Liang Chang, Uli Sattler, and Tianlong Gu Sentiment and Preference Guided Social Recommendation ............ 79 Yoke Yie Chen, Xavier Ferrer, Nirmalie Wiratunga, and Enric Plaza A Hybrid CBR-ANN Approach to the Appraisal of Internet Domain Names.......................................................... 95 Sebastian Dieterle and Ralph Bergmann Further Experiments in Opinionated Product Recommendation ........ 110 Ruihai Dong, Michael P. O’Mahony, and Barry Smyth How Much Do You Trust Me? Learning a Case-Based Model of Inverse Trust........................................................... 125 Michael W. Floyd, Michael Drinkwater, and David W. Aha Tuuurbine: A Generic CBR Engine over RDFS ...................... 140 Emmanuelle Gaillard, Laura Infante-Blanco, Jean Lieber, and Emmanuel Nauer X Table of Contents How Case-Based Reasoning on e-Community Knowledge Can Be Improved Thanks to Knowledge Reliability.......................... 155 Emmanuelle Gaillard, Jean Lieber, Emmanuel Nauer, and Am´elie Cordier Case-BasedObject Placement Planning............................. 170 Kellen Gillespie, Kalyan Moy Gupta, and Michael Drinkwater On the Role of Analogy in Resolving Cognitive Dissonance in Collaborative Interdisciplinary Design .............................. 185 Ashok K. Goel and Bryan Wiltgen On Retention of Adaptation Rules ................................. 200 Vahid Jalali and David Leake Case-Based Reasoning for Improving Traffic Flow in Urban Intersections .................................................... 215 Anders Kofod-Petersen, Ole Johan Andersen, and Agnar Aamodt Estimating Case Base Complexity Using Fractal Dimension ........... 230 K.V.S. Dileep and Sutanu Chakraborti CBR Tagging of Emotions from Facial Expressions ................... 245 Paloma Lopez-de-Arenosa, Bel´en D´ıaz-Agudo, and Juan A. Recio-Garc´ıa A Proposal of Temporal Case-Base Maintenance Algorithms........... 260 Eduardo Lupiani, Jose M. Juarez, and Jose Palma UsingCase-BasedReasoningto DetectRiskScenariosofElderlyPeople Living Alone at Home ............................................ 274 Eduardo Lupiani, Jose M. Juarez, Jose Palma, Christian Serverin Sauer, and Thomas Roth-Berghofer AnAlgorithmforConversationalCase-BasedReasoninginClassification Tasks........................................................... 289 David McSherry Towards Process-Oriented Cloud Management with Case-Based Reasoning....................................................... 305 Mirjam Minor and Eric Schulte-Zurhausen Workflow Streams: A Means for Compositional Adaptation in Process-OrientedCBR............................................ 315 Gilbert Mu¨ller and Ralph Bergmann Collective Classification of Posts to Internet Forums.................. 330 Pa´draig O´ Duinn and Derek Bridge

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