Modern Approaches in Applied Intelligence: 24th International Conference on Industrial Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2011, Syracuse, NY, USA, June 28 – July 1, 2011, Proceedings, Part I PDF
Preview Modern Approaches in Applied Intelligence: 24th International Conference on Industrial Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2011, Syracuse, NY, USA, June 28 – July 1, 2011, Proceedings, Part I
Lecture Notes in Artificial Intelligence 6703 EditedbyR.Goebel,J.Siekmann,andW.Wahlster Subseries of Lecture Notes in Computer Science Kishan G. Mehrotra Chilukuri K. Mohan Jae C. Oh Pramod K. Varshney Moonis Ali (Eds.) Modern Approaches in Applied Intelligence 24th International Conference onIndustrialEngineeringandOtherApplications of Applied Intelligent Systems, IEA/AIE 2011 Syracuse, NY, USA, June 28 – July 1, 2011 Proceedings, Part I 1 3 SeriesEditors RandyGoebel,UniversityofAlberta,Edmonton,Canada JörgSiekmann,UniversityofSaarland,Saarbrücken,Germany WolfgangWahlster,DFKIandUniversityofSaarland,Saarbrücken,Germany VolumeEditors KishanG.Mehrotra ChilukuriK.Mohan JaeC.Oh PramodK.Varshney SyracuseUniversity,DepartmentofElectricalEngineeringandComputerScience Syracuse,NY13244-4100,USA E-mail:{mehrotra,mohan,jcoh,varshney}@syr.edu MoonisAli TexasStateUniversitySanMarcos,DepartmentofComputerScience 601UniversityDrive,SanMarcos,TX78666-4616,USA E-mail:[email protected] ISSN0302-9743 e-ISSN1611-3349 ISBN978-3-642-21821-7 e-ISBN978-3-642-21822-4 DOI10.1007/978-3-642-21822-4 SpringerHeidelbergDordrechtLondonNewYork LibraryofCongressControlNumber:2011929232 CRSubjectClassification(1998):I.2,H.3-4,F.1-2,C.2,I.4-5,H.2.8 LNCSSublibrary:SL7–ArtificialIntelligence ©Springer-VerlagBerlinHeidelberg2011 Thisworkissubjecttocopyright.Allrightsarereserved,whetherthewholeorpartofthematerialis concerned,specificallytherightsoftranslation,reprinting,re-useofillustrations,recitation,broadcasting, reproductiononmicrofilmsorinanyotherway,andstorageindatabanks.Duplicationofthispublication orpartsthereofispermittedonlyundertheprovisionsoftheGermanCopyrightLawofSeptember9,1965, initscurrentversion,andpermissionforusemustalwaysbeobtainedfromSpringer.Violationsareliable toprosecutionundertheGermanCopyrightLaw. Theuseofgeneraldescriptivenames,registerednames,trademarks,etc.inthispublicationdoesnotimply, evenintheabsenceofaspecificstatement,thatsuchnamesareexemptfromtherelevantprotectivelaws andregulationsandthereforefreeforgeneraluse. Typesetting:Camera-readybyauthor,dataconversionbyScientificPublishingServices,Chennai,India Printedonacid-freepaper SpringerispartofSpringerScience+BusinessMedia(www.springer.com) Preface There has been a steady increase in demand for efficient and intelligent tech- niquesforsolvingcomplexreal-worldproblems.Thefieldsofartificialintelligence and applied intelligence cover computational approaches and their applications thatareofteninspiredbybiologicalsystems.Appliedintelligencetechnologiesare usedtobuildmachinesthatcansolvereal-worldproblemsofsignificantcomplex- ity. Technologies used in applied intelligence are thus applicable to many areas including data mining, adaptive control,intelligent manufacturing,autonomous agents, bio-informatics, reasoning, computer vision, decision support systems, fuzzy logic, robotics, intelligent interfaces, Internet technology, machine learn- ing,neuralnetworks,evolutionaryalgorithms,heuristicsearch,intelligentdesign, planning, and scheduling. The International Society of Applied Intelligence (ISAI), through its annual IEA/AIE conferences, provides a forum for international scientific and indus- trialcommunities to interactwith eachother to developandadvance intelligent systems that address such concerns. The24thInternationalConferenceonIndustrial,EngineeringandOtherAp- plications of Applied Intelligence Systems (IEA/AIE-2011), held in Syracuse, NY (USA), followed the IEA/AIE tradition of providing an international sci- entific forum for researchers in the diverse field of applied intelligence. Invited speakers and authors addressed problems we face and presented their solutions by applying a broad spectrum of intelligent methodologies. Papers presented at IEA/AIE-2011 covered theoretical approaches as well as applications of intelli- gent systems in solving complex real-life problems. We received206papersandselectedthe 92bestpapersforinclusioninthese proceedings. Each paper was reviewed by at least three members of the Pro- gram Committee. The papers in the proceedings cover a wide number of topics including feature extraction, discretization, clustering, classification, diagnosis, datarefinement,neuralnetworks,geneticalgorithms,learningclassifiersystems, Bayesian and probabilistic methods, image processing,robotics,navigation,op- timization,scheduling,routing,gametheoryandagents,cognition,emotion,and beliefs. Specialsessionsincludedtopicsintheareasofincrementalclusteringandnov- elty detection techniques and their applications to intelligent analysis of time varying information, intelligent techniques for document processing, modeling and support of cognitive and affective human processes, cognitive computing facets in intelligent interaction, applications of intelligent systems, nature-inspired optimization – foundations and application, chemoinformatic and bioinformatic methods, algorithms and applications. These proceedings, consisting of 92 chapters authored by participants of IEA/AIE-2011, cover both the theory and applications of applied intelligent VI Preface systems. Together, these papers highlight new trends and frontiers of applied intelligence and show how new researchcould lead to innovative applications of considerablepracticalsignificance.Weexpectthattheseproceedingswillprovide useful reference for future research. Theconferencealsoinvitedthreeoutstandingscholarstogiveplenarykeynote speeches. They were Ajay K. Royyuru from IBM Thomas J. Watson Research Center,HenryKautsfromtheUniversityofRochester,andLindermanfromAir Force Research Laboratory. We wouldliketo thankSpringerfortheir helpinpublishing the proceedings. We would also like to thank the Program Committee and other reviewers for their hard work in assuring the high quality of the proceedings. We would like to thank organizers of special sessions for their efforts to make this conference successful. We especially thank Syracuse University for their generous support of the conference. We thank our main sponsor, ISAI, as well as our cooperating organizations: Association for the Advancement of Artificial Intelligence (AAAI), Association forComputingMachinery(ACM/SIGART,SIGKDD),AustrianAssociationfor Artificial Intelligence (OeGAI), British Computer Society Specialist Group on Artificial Intelligence (BCS SGAI), European Neural Network Society (ENNS), InternationalNeuralNetworkSociety(INNS),JapaneseSocietyforArtificialIn- telligence (JSAI), Slovenian Artificial Intelligence Society (SLAIS), Spanish So- ciety for Artificial Intelligence (AEPIA), Swiss Group for Artificial Intelligence and Cognitive Science (SGAICO), Taiwanese Association for Artificial Intelli- gence (TAAI), Taiwanese Associationfor Consumer Electronics (TACE), Texas State University-San Marcos. Finally, we cordially thank the organizers, invited speakers, and authors, whose efforts were critical for the success of the conference and the publication oftheseproceedings.Thanksarealsoduetomanyprofessionalswhocontributed to making the conference successful. April 2011 Kishan G. Mehrotra Chilukuri Mohan Jae C. Oh Pramod K. Varshney Moonis Ali Organization Program Committee General Chair Moonis Ali, USA Kishan G. Mehrotra, USA Program Chairs Mohan Chilukuri, USA Jae C. Oh,USA Pramod K.Varshney,USA Invited Session Chair Sanjay Ranka,USA Local Arrangements Chair Thumrongsak Kosiyatrakul, USA Program Committee Adam Jatowt, Japan Dan Halperin, Israel Ah-Hwee Tan, Singapore Dan Tamir, USA Amruth Kumar, USA Daniela Godoy, Argentina Andres Bustillo, Spain Dariusz Krol, Poland Anna Fensel, Austria David Aha, USA Antonio Bahamonde, Spain Djamel Sadok, Brazil Azizi Ab Aziz, The Netherlands Domingo Ortiz-Boyer,Spain B¨arbel Mertsching, Germany Don Potter, USA Bin-Yih Liao, Taiwan Don-Lin Yang, Taiwan Bipin Indurkhya, India Duco Ferro, The Netherlands Bohdan Macukow,Poland Emilia Barakova,The Netherlands Bora Kumova, Turkey Enrique Frias-Martinez,Spain C.W. Chan, Hong Kong Enrique Herrera-Viedma,Spain Catholijn Jonker, The Netherlands Erik Blasch, USA Cecile Bothorel, France Fevzi Belli, Germany C´esar Garc´ıa-Osorio,Spain Floriana Esposito, Italy Changshui Zhang, Canada Fran Campa G´omez, Spain Chien-Chung Chan, USA Francois Jacquenet, France Chih-Cheng Hung, USA Fred Freitas, Brazil Chilukuri K. Mohan, USA Gerard Dreyfus, France Chiung-Yao Fang, Taiwan Geun-Sik Jo, South Korea Chunsheng Yang, Canada Gonzalo Aranda-Corral,Spain Chun-Yen Chang, Taiwan Gonzalo Cerruela-Garc´ıa,Spain Colin Fyfe, UK Greg Lee, Taiwan Coral Del Val-Mun˜oz, Spain Gregorio Sainz-Palmero,Spain VIII Organization Guillen Quintana, Spain Lin-Yu Tseng, Taiwan Guna Seetharaman, USA Lipo Wang, Singapore Gwo-Jen Hwang, Taiwan Longbing Cao, Australia Hamido Fujita, USA Maciej Grzenda, Poland Hans-Werner Guesgen, New Zealand Man-Kwan Shan, Taiwan Hasan Selim, Turkey Manton Matthews, USA Henri Prade, France Marco Valtorta, USA Hiroshi Okuno, Japan Mario K¨oppen, Japan Hisao Ishibuchi, Japan Maritza Correa,Spain Huey-Ming Lee, Taiwan Mark Hoogendoorn,The Netherlands Humberto Bustince, Spain Masaki Kuremtsu, Japan Iris Van De Kieft, The Netherlands Matthijs Pontier, The Netherlands Ishfaq Ahmad, USA Michal Lower, Poland Istenes Zolt´an, Hungary Michele Folgheraiter, Germany Jae Oh, USA Miquel Sa´nchez-Marr´e,Spain Jamal Bentahar, Canada Monika Lanzenberger,Austria Jan Treur, The Netherlands Nancy McCraken, USA Janusz Kacprzyk, Poland NatalieVanDerWal,TheNetherlands Jason J. Jung, South Korea Ngoc-Thanh Nguyen, Germany Jean-Charles Lamirel, France Nicola´s Garc´ıa-Pedrajas,Spain Jeffrey Saltz, USA Niek Wijngaards, The Netherlands Jeng-Shyang Pan, Taiwan Nikolay Mirenkov, Japan Jennifer Golbeck, USA Oshadi Alahakoon, Australia Jesu´s Aguilar, Spain Pascal Wiggers, The Netherlands Jesu´s Maudes Raedo, Spain Patrick Br´ezillon, France Jing Peng, USA Paul Chung, UK John Dolan, USA Philipp Baer, Germany Jorge Romeu, USA Prabhat Mahanti, Canada Jos´e Francisco Diez-Pastor,Spain Pramod Varshney, USA Juan Jos´e Rodr´ıguez-D´ıez, Spain RadosLaw Katarzyniak,Poland Judy Qiu, USA Raja Velu, USA Jun Hakura, Japan Rajmohan M., India Jyh-Horng Chou, Taiwan Rianne Van Lambalgen, Kaikhah Khosrow,USA The Netherlands Kaoru Hirota, Japan Riichiro Mizoguchi, Japan Katarzyna Musial, UK Robbert-Jan Beun, The Netherlands Kazuhiko Suzuki, Japan Rocio Romero, Spain Kishan Mehrotra, USA Rodolfo Haber, Spain Krzysztof Juszczyszyn,Poland Rodrigo Ventura, Portugal Kurosh Madani, France Rung-Ching Chen, Taiwan Kush Varshney, USA Ruppa Thulasiram, Canada Laszlo Monostori, Hungary Shaheen Fatima, UK Lav Varshney, USA Shie-Jue Lee, Taiwan Leszek Borzemski, Poland Shogo Okada, Japan Ling-Jyh Chen, Taiwan Shusaku Tsumoto, Japan Organization IX Shyi-Ming Chen, Taiwan Vikto´ria Zso´k, Hungary Simone Mainai, Italy Vincent S. Tseng, Taiwan Srini Ramaswamy, USA Vincenzo Loia, Italy Stefano Ferilli, Italy Walter Potter, USA Sung-Bae Cho, South Korea Wei-Shinn Ku, USA Takayuki Ito, Japan Wen-Juan Hou, Taiwan Tetsuo Kinoshita, Japan Wilco Verbeeten, Spain Tibor Bosse, The Netherlands Yasser Mohammad, Egypt Tim Hendtlass, Australia Ying Han, Spain Tim Verwaart,The Netherlands Yo-Ping Huang, Taiwan Thumrongsak Kosiyatrakul,Thailand Youngchul Bae, South Korea Tiranee Achalakul, Thailand Yu-Bin Yang, Canada Valery Tereshko, UK Yukio Ohsawa,Japan Victor Rayward-Smith, UK Zia Ul-Qayyum, Pakistan Victor Shen, Taiwan Zsolt-Janos Viharos, Hungary Additional Reviewers Chein-I Chang, USA Chun-Nan Hsu, Taiwan John Henry, USA Jozsef Vancza, Hungary Michelle Hienkelwinder, USA Table of Contents – Part I Section 1: Incremental Clustering and Novelty Detection Techniques and Their Application to Intelligent Analysis of Time Varying Information Classification Model for Data Streams Based on Similarity ............ 1 Dayrelis Mena Torres, Jesu´s Aguilar Ruiz, and Yanet Rodr´ıguez Sarabia Comparison of Artificial Neural Networks and Dynamic Principal Component Analysis for Fault Diagnosis ............................ 10 Juan Carlos Tudo´n-Mart´ınez, Ruben Morales-Menendez, Luis Garza-Castan˜´on, and Ricardo Ramirez-Mendoza Comparative Behaviour of Recent Incremental and Non-incremental Clustering Methods on Text: An Extended Study .................... 19 Jean-Charles Lamirel, Raghvendra Mall, and Mumtaz Ahmad Section 2: Bayesian and Probabilistic Networks Fault Diagnosis in Power Networks with Hybrid Bayesian Networks and Wavelets.................................................... 29 Luis Eduarda Garza Castan˜´on, Deneb Robles Guill´en, and Ruben Morales-Menendez Learning Temporal Bayesian Networks for Power Plant Diagnosis ...... 39 Pablo Hernandez-Leal, L. Enrique Sucar, Jesus A. Gonzalez, Eduardo F. Morales, and Pablo H. Ibarguengoytia On the Fusion of Probabilistic Networks ............................ 49 Salem Benferhat and Faiza Titouna Section 3: Methodologies Basic Object Oriented Genetic Programming ........................ 59 Tony White, Jinfei Fan, and Franz Oppacher Inferring Border Crossing Intentions with Hidden Markov Models ...... 69 Gurmeet Singh, Kishan.G. Mehrotra, Chilukuri K. Mohan, and Thyagaraju Damarla
Description:The list of books you might like
