Intelligent Decision Technologies: Proceedings of the 4th International Conference on Intelligent Decision Technologies (IDT´2012) - Volume 2 PDF
Preview Intelligent Decision Technologies: Proceedings of the 4th International Conference on Intelligent Decision Technologies (IDT´2012) - Volume 2
Smart Innovation, Systems and Technologies 16 Editors-in-Chief Prof.RobertJ.Howlett Prof.LakhmiC.Jain KESInternational SchoolofElectricalandInformation POBox2115 Engineering Shoreham-by-sea UniversityofSouthAustralia BN439AF Adelaide UK SouthAustraliaSA5095 E-mail:[email protected] Australia E-mail:[email protected] Forfurthervolumes: http://www.springer.com/series/8767 Junzo Watada, Toyohide Watanabe, Gloria Phillips-Wren, Robert J. Howlett, and Lakhmi C. Jain (Eds.) Intelligent Decision Technologies Proceedings of the 4th International Conference on Intelligent Decision Technologies (IDT’2012) – Volume 2 ABC Editors Prof.JunzoWatada Prof.RobertJ.Howlett WasedaUniversity KESInternational Kitakyushu Shoreham-by-sea Japan UnitedKingdom Prof.ToyohideWatanabe Prof.LakhmiC.Jain NagoyaUniversity UniversityofSouthAustralia Japan Adelaide Australia Prof.GloriaPhillips-Wren LoyolaUniversityMaryland Baltimore,MD USA ISSN2190-3018 e-ISSN2190-3026 ISBN978-3-642-29919-3 e-ISBN978-3-642-29920-9 DOI10.1007/978-3-642-29920-9 SpringerHeidelbergNewYorkDordrechtLondon LibraryofCongressControlNumber:2012937732 (cid:2)c Springer-VerlagBerlinHeidelberg2012 Thisworkissubjecttocopyright.AllrightsarereservedbythePublisher,whetherthewholeorpartof thematerialisconcerned,specificallytherightsoftranslation,reprinting,reuseofillustrations,recitation, broadcasting,reproductiononmicrofilmsorinanyotherphysicalway,andtransmissionorinformation storageandretrieval,electronicadaptation,computersoftware,orbysimilarordissimilarmethodology nowknownorhereafterdeveloped.Exemptedfromthislegalreservationarebriefexcerptsinconnection with reviews or scholarly analysis or material supplied specifically for the purpose of being entered and executed on a computer system, for exclusive use by the purchaser of the work. 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Printedonacid-freepaper SpringerispartofSpringerScience+BusinessMedia(www.springer.com) Preface The IntelligentDecision Technologies(IDT) InternationalConferenceencourages an interchangeof research on intelligentsystems and intelligent technologiesthat enhanceorimprovedecisionmaking.TheconferenceisorganizedbyKESInterna- tional,aresearchcommunityconsistingofseveralthousandresearchscientists.The focusofIDTisinterdisciplinaryandincludesresearchonallaspectsofintelligent decisiontechnologies,fromfundamentaldevelopmenttorealapplications. AdvancesinArtificialIntelligence(AI)andcomputingenvironmentsthatcande- liverintelligenttechnologieseffectivelyhaveenabledanexplosioninintelligentap- plications.IDThavethepotentialtoexpandtheirsupportofdecisionmakinginsuch areas as finance, accounting, marketing, healthcare, medical and diagnostic sys- tems, military decisions, productionand operation,networks, traffic management, crisis response, human-machineinterfaces, financial and stock market monitoring and prediction, and robotics. Intelligent decision systems implement advances in intelligentagents,fuzzylogic,multi-agentsystems, artificialneuralnetworks,and geneticalgorithms,amongothers.Emergingareasofactiveresearchincludevirtual decisionenvironments,socialnetworking,3Dhuman-machineinterfaces,cognitive interfaces, collaborativesystems, intelligent web mining, e-commerce,e-learning, e-business,bioinformatics,evolvablesystems,virtualhumans,anddesignerdrugs. In this volume we publish research fromthe FourthKES InternationalSympo- siumonIntelligentDecisionTechnologies(KESIDT’12),hostedandorganizedby researchersinJapan.TheconferencewasheldinGifuCitylocatedinthecenterof Japan.GifuCityisknownforitstraditionsandrichhistory,includingits1300-year- oldtraditionofcormorantfishingontheNagaraRiverandGifuCastle. Thisbook containschaptersbasedonpapersselectedfromalargenumberofsubmissionsfor considerationforthesymposiumfromtheinternationalcommunity.Eachpaperwas double-blind,peer-reviewedby at least two independentreferees. The best papers were accepted based on recommendationsof the reviewers and after required re- visions had been undertaken by the authors. The final publication represents the currentleadingthoughtinintelligentdecisiontechnologies. VI Preface Wewishtoexpressoursinceregratitudetotheplenaryspeakers,invitedsession chairs,delegatesfromallovertheworld,authorsandreviewersfortheiroutstand- ingcontributions.WeexpressoursincerethankstotheJapaneseorganizersandGifu Cityfortheirsponsorshipandsupportofthesymposium.WethanktheInternational ProgrammeCommitteefortheirsupportandassistance.WewouldliketothankPe- ter Cushionof KESInternationalforhishelp with organizationalissues. Also our appreciation is extended to their contribution provided by the KES International SecretariatTeam.We thanktheeditorialteamof Springer-Verlagfortheir support inproductionofthisvolume.WesincerelythanktheLocalOrganizingCommittee, especiallyProfessorsK.AsakurainDaidoUniversityandT.KojiriinKansaiUni- versityfortheireditingconferencerecordandprogram,andtheircollaboratorsfor theirinvaluablecontributions. Wehopeandbelievethatthisvolumewillcontributetoideasfornovelresearch andadvancementinintelligentdecisiontechnologiesforresearchers,practitioners, professorsandresearchstudentswhoareinterestedinknowledge-basedandintelli- gentengineeringsystems.AttheendwewillexpressthanksforDr.JerzyMichnik, UniversityofEconomicsinKatowice,Poland,forhishelponLatex. Gifu,Japan JunzoWatada May22–25,2012 ToyohideWatanabe GloriaPhillips-Wren RobertJ.Howlet LakhmiC.Jain Editors Professor Junzo Watada received his B.Sc. and M.Sc. degreesin electrical engineering from Os- aka City University, and Dr. of Eng. Degree from Osaka Prefecture University, Japan. He is currently a Professor of Knowledge Engineer- ing, Soft Computing and Management Engi- neering at the Graduate School of Information, Production & Systems, Waseda University, after a professor of Human Informatics and Knowl- edge Engineering at the Osaka Institute of Tech- nology,Japan and was with RyukokuUniversity, Kyoto for about 10 years each. Before moving to Academia, he was with Fujitsu Co. Ltd. for about 10 years. His research interests includes decision making tehnologiesand managementof technology.Dr.Watada iscurrentlythePresidentofInternationalSocietyofMan- agementEngineers.Hewasaco-chairofKES-IDT2011atPireus,Greekandplays an active role in editing International Journal of Intelligent Decision Technology (KESofficialjournal)asaco-editor-in-chief. Toyohide Watanabe has received B.S., M.E. and Dr.Eng.fromKyotoUniversity,in1972,1974and 1985, respectively. Since 1975, he has worked in Kyoto University and Nagoya University: first as a research associate in Data Processing Center, Kyoto University, from 1975 to 1987; secondasanassociateprofessorFacultyofEngi- neering, Nagoya University, from 1987 to 1994; thirdasa fullprofessorin the same faculty,from 1994 to 1997; fourth as a professor in Grad- uate School of Engineering, Nagoya University VIII Editors from 1997 to 2003; and finally as a professor in Department of Systems and Social Informatics, Graduate School of Information Science, Nagoya University, since 2003.Additionally,from2004to 2008hewas the headdirectorin Informa- tion TechnologyCenter, Nagoya University.The currenttopicsof his research in- terestsare:IntelligentTutoringSystem,Computer-supportedcollaborativelearning, Knowledgemanagement,Intelligentactivity-support,etc.HeisamemberofACM, IEEE-CS,AAAI,AACE,KESInternational,IEICEofJapan,IPSofJapan,IEEof Japan,JapanofSAI,JapanofSSST,JSiSE,etc.Also,currentlyheisanEditor-in- Chief of the InternationalJournalof Knowledgeand Web Intelligence.Moreover, heisafellowonIEICEofJapansince2004. Dr. Gloria Phillips-Wren is Professor and Chair of InformationSystemsandOperationsManagementat LoyolaUniversityMaryland,andAcademicDirector of Executive Programs. She is co-founder and co- editor-in-chief of Intelligent Decision Technologies International Journal (IDT), Vice Chair and Chair- elect of SIGDSS under the auspices of the Associ- ation for Information Systems (AIS), Secretary of IFIP WG8.3 DSS, and leader of the focus group in IntelligentDecisionTechnologies(IDT)forKESIn- ternational.Sheisaco-organizeroftheIDTConfer- enceSeriesundertheauspicesofKESInternational. ShereceivedaPhDfromtheUniversityofMaryland BaltimoreCountyandholdsMSandMBAdegrees. Herresearchinterestsandpublicationsareinintelli- gentdecisionsupportsystems,intelligentagents,decisionmaking,analytics,busi- nessintelligence,datamining,andemergingtechnologiessuchassocialmedia.She haspublishedin thearea ofdecisionmakingandsupportin academicjournalsin- cludingtheEuropeanJournalofOperationalResearch,Omega,ExpertSystemswith Applications,andtheJournalofNetworkandComputerApplications.Hermostre- cent book (co-edited) was published in 2011 and is entitled Intelligent Decision Technologies. Robert Howlett is the Executive Chair and Chief Executive of the KES (Knowledge-Based and Intelligent Engineering Systems) International. KES is an associaton dedicated to knowledge ex- changeandthedisseminationofresearchresultsin theareasofintelligentsystems,sustainabilityinen- ergy and buildings and innovation through knowl- edge transfer. He is a Director of the Institute of Knowledge Transfer, the body for knowledge pro- fessionals and researchers working in innovation, knowledgetransferandenterprise.He holdsa Vis- iting Professorship in Enterprise at Bournemouth Editors IX University.HeholdsaPhDinIntelligentSystemsfromtheUniversityofBrighton, an MPhilfromSussex Universityand a BSc(Hons)fromPortsmouthPolytechnic. He is a Chartered Engineer and a Chartered InformationTechnologyPractitioner. HewasattheUniversityofBrightonforover20yearswhereheheadedaresearch groupinintelligentsystemsandthewasDirectoroftheKnowledgeTransferPart- nerships(KTP)Centre.ForanumberofyearshechairedtheKTPnationalForum, representingKTPcentresfromalluniversitiesinthecountry,whichheformed.He has been involved with innovation knowledge transfer, as a practitioner, facilita- torandmanager,forover15years.Hehaspersonallysupervisedmanyknowledge transferprojectsandwrittenandmentoredmanymore. ProfessorLakhmiJainisaDirector/Founderofthe Knowledge-BasedIntelligentEngineeringSystems Centre. His interestsfocusonthe noveltechniques suchasknowledge-basedintelligentmachines,vir- tualsystems,intelligentagents,andtheapplication ofthesetechniquesinareassuchasengineering,sci- ence,aviation,healthcare,defenceandsoon. Contents PartI:ApplicationsofIntelligentDecisionTechnology 1 Evaluating Top Services-PrepackagedSoftware Firms in StandardandPoor’s500IndexbyUsingaMultipleObjective ProgrammingBasedDataEnvelopmentAnalysis................ 3 Chi-YoHuang,Po-YenWang,Gwo-HshiungTzeng 2 HotFomentationoftheLower-BackforStressReliefinStudents Preparing for a NationalExaminationof Clinical Medical Technologist............................................... 13 Hanachiyo Nagata, Junzo Watada, Ito Yushi, Takao Shindo, Masasuke Takefu, Masahiro Nakano, Kumiko Satou, YorikoHasimoto,SadahiroKumamoto,SumikoOki,FusakoFujii, YukmituSatou,NorioAkaike 3 Hybrid MCDM Model for the Value Evaluation of the RestorationofHistoricalObjects ............................. 21 Mei-ChenLo,TadeuszTrzaskalik,MaciejNowak,Tian-JongHwu, Gwo-HshiungTzeng,JerzyMichnik 4 Immunization of Networks via Modularity Based Node Representation............................................. 33 TetsuyaYoshida,YuuYamada 5 InformationFusionApproachinComputer-AidedDetectionof PathologicalChanges ....................................... 45 MirosławTrzupek,MarekR.Ogiela 6 ManufacturingIntelligencetoForecastthe CustomerOrder BehaviorforVendorManagedInventory....................... 51 Chen-FuChien,Chia-YuHsu,Sheng-ChiaoLin XII Contents 7 MCDMMethodforthe BehaviorofInnovativeNewProduct Development .............................................. 61 Mei-ChenLo 8 Medical Decision Support System for Assessment of DermatoglyphicIndicesandDiagnosisofDown’sSyndrome ...... 69 HubertWojtowicz,WieslawWajs 9 ParallelServersSchedulingwithDynamicSequence-Dependent SetupTime................................................ 79 Thanh-CongDinh,HyerimBae 10 Researchon Complexity and Evolution of Business Model Innovation ................................................ 89 WangQian,LiChaoyang,JiangQian,QiJiangna 11 ResearchonEmergencyCrowdBehaviorBasedonEpidemic Dynamics ................................................. 99 YingchaoPei,GuangmouWu 12 Strategiesfor PromotingTourism CompetitivenessUsing a HybridMCDMModel ...................................... 107 Kua-HsinPeng,Gwo-HshiungTzeng 13 SymbolicHierarchicalClusteringforPainVector ............... 117 KotoeKatayama,RuiYamaguchi,SeiyaImoto,KeikoMatsuura, KenjiWatanabe,SatoruMiyano 14 TemporalPerspectivefortheSoftwareTestingDecisionSupport Framework ............................................... 125 MasoudMohammadian,BalaM.Balachandran,DeaneLarkman 15 TowardLearningSupportforDecisionMaking:Utilizationof LibraryandLectureData ................................... 137 ToshiroMinami,YokoOhura 16 UsingaHybridMCDMModelCombiningFuzzyDEMATEL TechniquetoExaminetheJobStressofCoachDriver ............ 149 Chui-HuaLiu,Gwo-HshiungTzeng,Ming-HueiLee,Hao-LinTseng, Po-YanLee 17 UsingFuzzyMCDMMethodtoExploringtheInfluenceDegree ofProjectTeamEffectivenessMaturity ........................ 157 YaoFengChang,HiroakiIshii
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