Advances in Intelligent Systems and Computing 287 Tutut Herawan Rozaida Ghazali Mustafa Mat Deris Editors Recent Advances on Soft Computing and Data Mining Proceedings of the First International Conference on Soft Computing and Data Mining (SCDM-2014) Universiti Tun Hussein Onn Malaysia Johor, Malaysia June 16th–18th, 2014 Advances in Intelligent Systems and Computing Volume 287 Serieseditor JanuszKacprzyk,PolishAcademyofSciences,Warsaw,Poland e-mail:[email protected] Forfurthervolumes: http://www.springer.com/series/11156 AboutthisSeries The series “Advances in Intelligent Systems and Computing” contains publications on theory, applications,anddesignmethodsofIntelligentSystemsandIntelligentComputing.Virtuallyall disciplinessuch asengineering, natural sciences, computer and informationscience, ICT,eco- nomics,business,e-commerce,environment,healthcare,lifesciencearecovered.Thelistoftop- icsspansalltheareasofmodernintelligentsystemsandcomputing. The publications within “Advances in Intelligent Systems and Computing” are primarily textbooksandproceedingsofimportantconferences,symposiaandcongresses.Theycoversig- nificant recent developments in the field, both of a foundational and applicable character. An importantcharacteristicfeatureoftheseriesistheshortpublicationtimeandworld-widedistri- bution.Thispermitsarapidandbroaddisseminationofresearchresults. AdvisoryBoard Chairman NikhilR.Pal,IndianStatisticalInstitute,Kolkata,India e-mail:[email protected] Members RafaelBello,UniversidadCentral“MartaAbreu”deLasVillas,SantaClara,Cuba e-mail:[email protected] EmilioS.Corchado,UniversityofSalamanca,Salamanca,Spain e-mail:[email protected] HaniHagras,UniversityofEssex,Colchester,UK e-mail:[email protected] LászlóT.Kóczy,SzéchenyiIstvánUniversity,Gyo˝r,Hungary e-mail:[email protected] VladikKreinovich,UniversityofTexasatElPaso,ElPaso,USA e-mail:[email protected] Chin-TengLin,NationalChiaoTungUniversity,Hsinchu,Taiwan e-mail:[email protected] JieLu,UniversityofTechnology,Sydney,Australia e-mail:[email protected] PatriciaMelin,TijuanaInstituteofTechnology,Tijuana,Mexico e-mail:[email protected] NadiaNedjah,StateUniversityofRiodeJaneiro,RiodeJaneiro,Brazil e-mail:[email protected] NgocThanhNguyen,WroclawUniversityofTechnology,Wroclaw,Poland e-mail:[email protected] JunWang,TheChineseUniversityofHongKong,Shatin,HongKong e-mail:[email protected] · Tutut Herawan Rozaida Ghazali Mustafa Mat Deris Editors Recent Advances on Soft Computing and Data Mining Proceedings of the First International Conference on Soft Computing and Data Mining (SCDM-2014) Universiti Tun Hussein Onn Malaysia, Johor, Malaysia June, 16th–18th, 2014 ABC Editors TututHerawan MustafaMatDeris FacultyofComputerScienceand FacultyofComputerScienceand InformationTechnology InformationTechnology UniversityofMalaya UniversitiTunHusseinOnnMalaysia KualaLumpur Malaysia Malaysia RozaidaGhazali FacultyofComputerScienceand InformationTechnology UniversitiTunHusseinOnnMalaysia Malaysia ISSN2194-5357 ISSN2194-5365 (electronic) ISBN978-3-319-07691-1 ISBN978-3-319-07692-8 (eBook) DOI10.1007/978-3-319-07692-8 SpringerChamHeidelbergNewYorkDordrechtLondon LibraryofCongressControlNumber:2014940281 (cid:2)c SpringerInternationalPublishingSwitzerland2014 Thisworkissubjecttocopyright.AllrightsarereservedbythePublisher,whetherthewholeorpartofthe materialisconcerned,specificallytherightsoftranslation,reprinting,reuseofillustrations,recitation,broad- casting,reproductiononmicrofilmsorinanyotherphysicalway,andtransmissionorinformationstorage andretrieval,electronicadaptation,computersoftware,orbysimilarordissimilarmethodologynowknown orhereafterdeveloped.Exemptedfromthislegalreservationarebriefexcerptsinconnectionwithreviews orscholarly analysis ormaterial suppliedspecifically forthepurposeofbeingentered andexecuted ona computersystem,forexclusive usebythepurchaser ofthework.Duplication ofthis publication orparts thereofispermittedonlyundertheprovisionsoftheCopyrightLawofthePublisher’slocation,initscur- rentversion,andpermissionforusemustalways beobtained fromSpringer. Permissionsforusemaybe obtainedthroughRightsLinkattheCopyrightClearanceCenter.Violationsareliabletoprosecutionunder therespectiveCopyrightLaw. Theuseofgeneraldescriptivenames,registerednames,trademarks,servicemarks,etc.inthispublication doesnotimply,evenintheabsenceofaspecificstatement,thatsuchnamesareexemptfromtherelevant protectivelawsandregulationsandthereforefreeforgeneraluse. Whiletheadviceandinformationinthisbookarebelievedtobetrueandaccurateatthedateofpublication, neither the authors northe editors nor the publisher can accept any legal responsibility for any errors or omissionsthatmaybemade.Thepublishermakesnowarranty,expressorimplied,withrespecttothematerial containedherein. Printedonacid-freepaper SpringerispartofSpringerScience+BusinessMedia(www.springer.com) Preface WearehonoredtobepartofthisspecialeventintheFirstInternationalConferenceon SoftComputingandDataMining(SCDM-2014).SCDM-2014willbeheldatUniversiti TunHusseinOnnMalaysia,Johor,MalaysiaonJune16th–18th,2014.Ithasattracted 145papersfrom16countriesfromallovertheworld.Eachpaperwaspeerreviewedby at least two membersof the ProgramCommittee. Finally, only 65 (44%) paperswith thehighestqualitywereacceptedfororalpresentationandpublicationinthesevolume proceedings. Thepapersintheseproceedingsaregroupedintotwosectionsandtwoinconjunction workshops: • SoftComputing • DataMining • WorkshoponNatureInspiredComputingandItsApplications • WorkshoponMachineLearningforBigDataComputing OnbehalfofSCDM-2014,we wouldliketoexpressourhighestgratitudeto begiven the chance to cooperate with Applied Mathematics and Computer Science Research Centre, Indonesia and Software and Multimedia Centre, Universiti Tun Hussein Onn Malaysiafortheirsupport.OurspecialthanksgototheViceChancellorofUniversiti TunHusseinOnnMalaysia,SteeringCommittee,GeneralChairs,ProgramCommittee Chairs, Organizing Chairs, Workshop Chairs, all Program and Reviewer Committee membersfortheirvaluableeffortsinthereviewprocessthathelpedustoguaranteethe highestqualityoftheselectedpapersfortheconference. We also would like to express our thanks to the four keynote speakers, Prof. Dr. NikolaKasabovfromKEDRI,AucklandUniversityofTechnology,NewZealand;Prof. Dr. Hamido Fujita from Iwate Prefectural University (IPU); Japan, Prof. Dr. Hojjat AdelifromTheOhioStateUniversity;andProf.Dr.MustafaMatDerisfromSCDM, UniversitiTunHusseinOnnMalaysia. Our special thanks are due also to Prof. Dr. Janusz Kacprzyk and Dr. Thomas DitzingerforpublishingtheproceedinginAdvancedinIntelligentandSoftComputing ofSpringer.WewishtothankthemembersoftheOrganizingandStudentCommittees fortheirverysubstantialwork,especiallythosewhoplayedessentialroles. VI Preface Wecordiallythankalltheauthorsfortheirvaluablecontributionsandotherpartici- pantsofthisconference.Theconferencewouldnothavebeenpossiblewithoutthem. Editors TututHerawan RozaidaGhazali MustafaMatDeris Conference Organization Patron Prof.Dato’Dr.MohdNoh Vice-ChancellorofUniversitiTunHusseinOnn BinDalimin Malaysia HonoraryChair WitoldPedrycz UniversityofAlberta,Canada JunzoWatada WasedaUniversity,Japan AjithAbraham MachineIntelligenceResearchLabs,USA A.FazelFamili NationalResearchCouncilofCanada HamidoFujita IwatePrefecturalUniversity,Japan Steering Committee NazriMohdNawi UniversitiTunHusseinOnnMalaysia,UTHM JemalH.Abawajy DeakinUniversity,Australia Chair RozaidaGhazali UniversitiTunHusseinOnnMalaysia TututHerawan UniversitiMalaya MustafaMatDeris UniversitiTunHusseinOnnMalaysia Secretary NorainiIbrahim UniversitiTunHusseinOnnMalaysia NorhalinaSenan UniversitiTunHusseinOnnMalaysia OrganizingCommittee HairulnizamMahdin UniversitiTunHusseinOnnMalaysia SuriawatiSuparjoh UniversitiTunHusseinOnnMalaysia VIII ConferenceOrganization RosziatiIbrahim UniversitiTunHusseinOnnMalaysia Mohd.Hattab.Mohd. [email protected] UniversitiTunHusseinOnnMalaysia NureizeArbaiy UniversitiTunHusseinOnnMalaysia NoorhanizaWahid UniversitiTunHusseinOnnMalaysia MohdNajibMohdSalleh UniversitiTunHusseinOnnMalaysia RathiahHashim UniversitiTunHusseinOnnMalaysia Program CommitteeChair MohdFarhanMdFudzee UniversitiTunHusseinOnnMalaysia ShahreenKassim UniversitiTunHusseinOnnMalaysia Proceeding Chair TututHerawan UniversitiMalaya RozaidaGhazali UniversitiTunHusseinOnnMalaysia MustafaMatDeris UniversitiTunHusseinOnnMalaysia WorkshopChair PrimaVitasari InstitutTeknologiNasional,Indonesia NoraziahAhmad UniversitiMalaysiaPahang Program Committee SoftComputing AbirJaafarHussain LiverpoolJohnMooresUniversity,UK AdelAl-Jumaily UniversityofTechnology,Sydney AliSelamat UniversitiTeknologiMalaysia AncaRalescu UniversityofCincinnati,USA AzizulAzharRamli UniversitiTunHusseinOnnMalaysia DariuszKrol WroclawUniversity,Poland DhiyaAl-Jumeily LiverpoolJohnMooresUniversity,UK IanM.Thornton UniversityofSwansea,UK IwanTriRiyadiYanto UniversitasAhmadDahlan,Indonesia JanPlatos VSB-TechnicalUniversityofOstrava JonTimmis UniversityofYorkHeslington,UK KaiMengTay UNIMAS LimCheePeng DeakinUniversity MaXiuqin NorthwestNormalUniversity,PRChina MamtaRani KrishnaEngineeringCollege,India ConferenceOrganization IX MeghanaR.Ransing UniversityofSwansea,UK MuhFadelJamilKlaib JadaraUniversity,Jordan MohdNajibMohdSalleh UniversitiTunHusseinOnnMalaysia MustafaMatDeris UniversitiTunHusseinOnnMalaysia NatthakanIam-On MaeFahLuangUniversity,Thailand NazriMohdNawi UniversitiTunHusseinOnnMalaysia QinHongwu NorthwestNormalUniversity,PRChina R.B.FajriyaHakim UniversitasIslamIndonesia RajeshS.Ransing UniversityofSwansea,UK RichardJensen AberystwythUniversity RosziatiIbrahim UniversitiTunHusseinOnnMalaysia RozaidaGhazali UniversitiTunHusseinOnnMalaysia RusselPears AucklandUniversityofTechnology SafaaiDeris UniversitiTeknologiMalaysia SalwaniAbdullah UniversitiKebangsaanMalaysia ShamshulBaharYaakob UNIMAP SitiMariyamShamsuddin UniversitiTeknologiMalaysia SitiZaitonM.Hashim UniversitiTeknologiMalaysia TheresaBeaubouef SoutheasternLouisianaUniversity TututHerawan UniversitiMalaya YusukeNojima OsakaPrefectureUniversity Data Mining AliMamat UniversitiPutraMalaysia BacLe UniversityofScience,HoChiMinhCity, Vietnam BayVo HoChiMinhCityUniversityofTechnology, Vietnam BeniaminoMurgante UniversityofBasilicata,Italy DavidTaniar MonashUniversity EricPardede LaTrobeUniversity GeorgeCoghill UniversityofAuckland HamidahIbrahim UniversitiPutraMalaysia IldarBatyrshin MexicanPetroleumInstitute JemalH.Abawajy DeakinUniversity KamaruddinMalikMohamad UniversitiTunHusseinOnnMalaysia LaMeiYan ZhuZhouInstituteofTechnology,PRChina MdAnisurRahman CharlesSturtUniversity,Australia MdYazidMdSaman UniversitiMalaysiaTerengganu MohdHasanSelamat UniversitiPutraMalaysia NaokiFukuta ShizuokaUniversity NoraziahAhmad UniversitiMalaysiaPahang NorwatiMustapha UniversitiPutraMalaysia PatriceBoursier UniversityofLaRochelle,France
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