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DATA ANALYTICS 2016 The Fifth International Conference on Data Analytics ISBN: 978-1-61208-510-4 October 9 - 13, 2016 Venice, Italy DATA ANALYTICS 2016 Editors Sandjai Bhulai, Vrije Universiteit Amsterdam, the Netherlands Ivana Semanjski, University of Zagreb, Croatia / Ghent University, Belgium 1 / 151 DATA ANALYTICS 2016 Forward The Fifth International Conference on Data Analytics (DATA ANALYTICS 2016), held between October 9 and 13, 2016 in Venice, Italy, continued a series of events related to data analytics, special mechanisms and features of applying principles of data analytics, application- orientedanalytics,andtarget-areaanalytics. Processing of terabytes to petabytes of data, or incorporating non-structural data and multi-structured data sources and types require advanced analytics and data science mechanisms for both raw and partially-processed information. Despite considerable advancements on high performance, large storage, and high computation power, there are challenges in identifying, clustering, classifying, and interpreting of a large spectrum of information. The event was very competitive in its selection process and very well perceived by the international scientific and industrial communities. As such, it has attracted excellent contributionsandactiveparticipationfromallovertheworld.Wewereverypleasedtoreceive alargeamountoftopqualitycontributions. Theconferencehadthefollowingtracks:  Fundamentals  TargetAnalytics  Sentiment/OpinionAnalysis  Application-orientedAnalysis  TransportandTrafficAnalyticsinSmartCities  BigData We take here the opportunity to warmly thank all the members of the DATA ANALYTICS 2016 technical program committee, as well as the numerous reviewers. The creation of such a high quality conference program would not have been possible without their involvement. We also kindly thank all the authors that dedicated much of their time and effort to contribute to DATA ANALYTICS 2016. We truly believe that, thanks to all these efforts, the final conference programconsistedoftopqualitycontributions. Also, this event could not have been a reality without the support of many individuals, organizations and sponsors. We also gratefully thank the members of the DATA ANALYTICS 2016 organizing committee for their help in handling the logistics and for their work that made thisprofessionalmeetingasuccess. We hope DATA ANALYTICS 2016 was a successful international forum for the exchange of ideas and results between academia and industry and to promote further progress in the area ofdataanalytics. 2 / 151 We also hope that Venice, Italy, provided a pleasant environment during the conference andeveryonesavedsometimetoenjoytheuniquecharmofthecity. DATAANALYTICSAdvisoryCommittee FritzLaux,ReutlingenUniversity,Germany LinaYao,TheUniversityofAdelaide,Australia EikoYoneki,UniversityofCambridge,UK TakuyaYoshihiro,WakayamaUniversity,Japan FelixHeine,UniversityofAppliedSciences&ArtsHannover,Germany DominikSlezak,UniversityofWarsaw&InfobrightInc.,Poland PanosM.Pardalos,UniversityofFlorida,USA MicheleMelchiori,UniversitàdegliStudidiBrescia,Italy RudolfBerrendorf,Bonn-Rhein-SiegUniversity,Germany SandjaiBhulai,VUUniversityAmsterdam,TheNetherlands KerstinLemke-Rust,HochschuleBonn-Rhein-Sieg,Germany SergioIlarri,UniversityofZaragoza,Spain LesSztandera,PhiladelphiaUniversity,USA PrabhatMahanti,UniversityofNewBrunswick,Canada DominiqueLaurent,UniversityofCergyPontoise,France RyanG.Benton,UniversityofLouisianaatLafayette,USA ErikBuchmann,KarlsruheInstituteofTechnology,Germany AndrewRau-Chaplin,DalhousieUniversity,Canada TakuyaYoshihiro,WakayamaUniversity,Japan DATAANALYTICSIndustry/ResearchLiaisonChairs QimingChen,HPLabs-PaloAlto,USA AlainCrolotte,TeradataCorporation-ElSegundo,USA TizianaGuzzo,NationalResearchCouncil/InstituteofResearchonPopulationandSocialPolicies -Rome,Italy ShlomoGeva,QueenslandUniversityofTechnology-Brisbane,Australia FarhanaKabir,Intel,USA SergeMankovski,CATechnologies,Spain VedranSabol,Know-Center-Graz,Austria GeorgeTambouratzis,InstituteforLanguageandSpeechProcessing-AthenaResearchCentre, Greece YanchangZhao,RDataMining.com,Australia MasahiroTerabe,MitsubishiResearchInstitute,Inc.,Japan MarinaSantini,SantaAnnaITResearchInstituteAB,Sweden MarioZechner,Know-Center,Austria 3 / 151 DATAANALYTICSPublicityChairs JohannesLeveling,Elsevier,Netherlands RobertoZicari,JohannWolfgangGoethe-UniversityofFrankfurt,Germany ShandianZhe,PurdueUniversity,USA MichaelSchaidnagel,ReutlingenUniversity,Germany DATAANALYTICSSpecialAreaChairs ResiliencyandSustainabilityThroughAnalytics ThomasKlemas,Sensemaking-PACOMFellowship&AIRS,SwanseaUniversity/HawaiiPacific University,UK/USA SteveChan,SwanseaUniversity&HawaiiPacificUniversity,USA 4 / 151 DATA ANALYTICS 2016 Committee DATAANALYTICSAdvisoryCommittee FritzLaux,ReutlingenUniversity,Germany LinaYao,TheUniversityofAdelaide,Australia EikoYoneki,UniversityofCambridge,UK TakuyaYoshihiro,WakayamaUniversity,Japan FelixHeine,UniversityofAppliedSciences&ArtsHannover,Germany DominikSlezak,UniversityofWarsaw&InfobrightInc.,Poland PanosM.Pardalos,UniversityofFlorida,USA MicheleMelchiori,UniversitàdegliStudidiBrescia,Italy RudolfBerrendorf,Bonn-Rhein-SiegUniversity,Germany SandjaiBhulai,VUUniversityAmsterdam,TheNetherlands KerstinLemke-Rust,HochschuleBonn-Rhein-Sieg,Germany SergioIlarri,UniversityofZaragoza,Spain LesSztandera,PhiladelphiaUniversity,USA PrabhatMahanti,UniversityofNewBrunswick,Canada DominiqueLaurent,UniversityofCergyPontoise,France RyanG.Benton,UniversityofLouisianaatLafayette,USA ErikBuchmann,KarlsruheInstituteofTechnology,Germany AndrewRau-Chaplin,DalhousieUniversity,Canada TakuyaYoshihiro,WakayamaUniversity,Japan DATAANALYTICSIndustry/ResearchLiaisonChairs QimingChen,HPLabs-PaloAlto,USA AlainCrolotte,TeradataCorporation-ElSegundo,USA TizianaGuzzo,NationalResearchCouncil/InstituteofResearchonPopulationandSocialPolicies -Rome,Italy ShlomoGeva,QueenslandUniversityofTechnology-Brisbane,Australia FarhanaKabir,Intel,USA SergeMankovski,CATechnologies,Spain VedranSabol,Know-Center-Graz,Austria GeorgeTambouratzis,InstituteforLanguageandSpeechProcessing-AthenaResearchCentre, Greece YanchangZhao,RDataMining.com,Australia MasahiroTerabe,MitsubishiResearchInstitute,Inc.,Japan MarinaSantini,SantaAnnaITResearchInstituteAB,Sweden MarioZechner,Know-Center,Austria 5 / 151 DATAANALYTICSPublicityChairs JohannesLeveling,Elsevier,Netherlands RobertoZicari,JohannWolfgangGoethe-UniversityofFrankfurt,Germany ShandianZhe,PurdueUniversity,USA MichaelSchaidnagel,ReutlingenUniversity,Germany DATAANALYTICSSpecialAreaChairs ResiliencyandSustainabilityThroughAnalytics ThomasKlemas,Sensemaking-PACOMFellowship&AIRS,SwanseaUniversity/HawaiiPacific University,UK/USA SteveChan,SwanseaUniversity&HawaiiPacificUniversity,USA DATAANALYTICS2016TechnicalProgramCommittee MohdHelmyAbdWahab,UniversitiTunHusseinOnnMalaysia,Malaysia SayedAbdel-Wahab,SadatAcademyforManagementSciences,Egypt RajeevAgrawal,NorthCarolinaA&TStateUniversity-Greensboro,USA FabrizioAngiulli,UniversityofCalabria,Italy AnnalisaAppice,UniversitàdegliStudidiBariAldoMoro,Italy GiulianoArmano,UniversityofCagliari,Italy RyanG.Benton,UniversityofLouisianaatLafayette,USA SandjaiBhulai,VUUniversityAmsterdam,TheNetherlands ErikBuchmann,KarlsruheInstituteofTechnology,Germany LucaCagliero,PolitecnicodiTorino,Italy HuipingCao,NewMexicoStateUniversity,USA OmarAndresCarmonaCortes,FederalInstituteofMaranhao(IFMA),Brazil MichelangeloCeci,UniversityofBari,Italy FedericaCena,UniversitàdegliStudidiTorino,Italy SteveChan,SwanseaUniversity,UK LijunChang,UniversityofNewSouthWales,Australia QimingChen,HPLabs-PaloAlto,USA YouChen,VanderbiltUniversity,USA Qiang(Shawn)Cheng,SouthernIllinoisUniversity,Carbondale,USA Been-ChianChien,NationalUniversityofTainan,Taiwan SilviaChiusano,PolitecnicodiTorino,Italy LiuChuanRen,DrexelUniversity,USA AlainCrolotte,TeradataCorporation-ElSegundo,USA TranKhanhDang,NationalUniversityofHoChiMinhCity,Vietnam MrinalKantiDas,AaltoUniversity,Finland ErnestoWilliamDeLuca,UniversityofAppliedSciencesPotsdam,Gernmany Zhi-HongDeng,PekingUniversity,China 6 / 151 ShifeiDing,ChinaUniversityofMiningandTechnology-XuzhouCity,China SouravDutta,Max-PlanckInstituteforInformatics,Germany SherifElfayoumy,UniversityofNorthFlorida,USA YanjieFu,RutgersUniversity,USA Wai-keungFung,RobertGordonUniversity,UK CesareFurlanello,BrunoKesslerFoundation,Italy MatjazGams,JozefStefanInstitute-Ljubljana,Slovenia PaoloGarza,DipartimentodiAutomaticaeInformaticaPolitecnicodiTorino,Italy ShlomoGeva,QueenslandUniversityofTechnology-Brisbane,Australia AmerGoneid,AmericanUniversityinCairo,Egypt RajuGottumukkala,UniversityofLouisianaatLafayette,USA WilliamGrosky,UniversityofMichigan-Dearborn,USA JerzyW.Grzymala-Busse,UniversityofKansas-Lawrence,USA TizianaGuzzo,NationalResearchCouncil/InstituteofResearchonPopulationandSocialPolicies -Rome,Italy MichaelHahsler,SouthernMethodistUniversity,U.S.A. SvenHartmann,TU-Clausthal,Germany AloisHaselböck,SiemensAGÖsterreich,Austria FelixHeine,HochschuleHannover,Germany QuangHoang,HueUniversity,Vietnam Tzung-PeiHong,NationalUniversityofKaohsiung,Taiwan YiHu,NorthernKentuckyUniversity-HighlandHeights,USA Jun(Luke)Huan,UniversityofKansas-Lawrence,USA JoshuaZhexueHuang,ShenzhenUniversity,China MaoLinHuang,UniversityofTechnology-Sydney,Australia SergioIlarri,UniversityofZaragoza,Spain HajiraJabeen,UniversityofLeipzig,Germany OlafJacob,Neu-UlmUniversityofAppliedSciences,Germany AliJarvandi,GeorgeWashingtonUniversity,U.S.A. WassimJaziri,TaibahUniversity,SaudiArabia HanminJung,KoreaInstituteofScienceandTechnologyInformation,SouthKorea GiuseppeJurman,BrunoKesslerFoundation,Italy FarhanaKabir,Intel,U.S.A. YounghoonKim,HanyangUniversityatAnsan,SouthKorea DanielKimmig,KarlsruheInstituteofTechnology(KIT),Germany ThomasKlemas,Sensemaking-PACOMFellowship&AIRS,SwanseaUniversity/HawaiiPacific University,UK/USA BorisKovalerchuk,CentralWashingtonUniversity,U.S.A. MichalKratky,VŠB-TechnicalUniversityofOstrava,CzechRepublic SrijanKumar,UniversityofMaryland,CollegePark,USA ChaoLan,UniversityofKansas,USA DominiqueLaurent,UniversityofCergyPontoise,France AleksandarLazarevic,DataScienceOrganization-Aetna,Hartford,USA KerstinLemke-Rust,HochschuleBonn-Rhein-Sieg,Germany 7 / 151 JohannesLeveling,Elsevier,Netherlands ChengLi,UniversityofMichigan,USA TaoLi,FloridaInternationalUniversity,USA WenzheLi,Puhuifinance,China YaliangLi,StateUniversityofNewYorkatBuffalo,USA DanLin,MissouriUniversityofScienceandTechnologyRolla,U.S.A. Wen-YangLin,NationalUniversityofKaohsiung,Taiwan DimitriosLiparas,InformationTechnologiesInstitute(ITI)-CentreforResearch&Technology Hellas(CERTH),Greece Shawn(Xiaomo)Liu,ThomsonReuters,USA WeimoLiu,FudanUniversity,China XuminLiu,RochesterInstituteofTechnology,USA CorradoLoglisci,UniversityofBari,Italy FenglongMa,SUNYatBuffalo,USA PrabhatMahanti,UniversityofNewBrunswick,Canada SergeMankovski,CATechnologies,Spain QiMao,UniversityatBuffalo,TheStateUniversityofNewYork,USA ArchilMaysuradze,LomonosovMoscowStateUniversity,Russia MicheleMelchiori,UniversitàdegliStudidiBrescia,Italy ShicongMeng,GeorgiaInstituteofTechnology,USA GeorgeMichailidis,UniversityofMichigan,USA AlessandraMileo,InsightCentreforDataAnalytics-NUIGalway,Ireland PrasenjitMitra,QatarComputingResearchInstitute-HamadBinKhalifaUniversity,Qatar VictorMuntésMulero,CATechnologies,Spain RichiNayak,QueenslandUniversityofTechnology,Brisbane,Australia FeipingNie,UniversityofTexasatArlington,USA OliverNiggemann,InstitutfürIndustrielleInformationstechnik,Germany MikelNiño,UniversityoftheBasqueCountry,Spain SadeghNobari,SingaporeManagementUniversity,Singapore PanosM.Pardalos,UniversityofFlorida,USA DhavalPatel,IndianInstituteofTechnology-Roorkee,India JanPlatoš,VSB-TechnicalUniversityofOstrava,CzechRepublic JoernPloennigs,IBMResearch,Ireland IvanRadev,SouthCarolinaStateUniversity,USA ZbigniewW.Ras,UniversityofNorthCarolina-Charlotte,USA&WarsawUniversityof Technology,Poland JanRauch,UniversityofEconomics-Prague,CzechRepublic YenumulaB.Reddy,GramblingStateUniversity,USA ManjeetRege,UniversityofSt.Thomas,USA VedranSabol,Know-Center-Graz,Austria Abdel-BadeehM.Salem,AinShamsUniversityAbbasia,Egypt MarinaSantini,SICSEastSwedishICTAB,Sweden IvanaŠemanjski,UniversityofZagreb,Croatia/UniversityofGent,Belgium HayriSever,HacettepeUniversity,Turkey 8 / 151 MichealSheng,AdelaideUniversity,Australia ShuichiShinmura,SeikeiUniversity,Japan FabrícioA.B.Silva,FIOCRUZ,Brazil JosepSilvaGaliana,UniversidadPolitécnicadeValencia,Spain DanSimovici,UniversityofMassachusetts-Boston,USA KaushikSinha,WichitaStateUniversity,USA DominikSlezak,UniversityofWarsaw&InfobrightInc.,Poland PaoloSoda,UniversitàCampusBio-MedicodiRoma,Italy QinbaoSong,Xi'anJiaotongUniversity,China TheodoraSouliou,NationalTechnicalUniversityofAthens,Greece SrivathsanSrinivas,Cognizant,USA VadimStrijov,ComputingCenteroftheRussianAcademyofSciences,Russia LesSztandera,PhiladelphiaUniversity,USA GeorgeTambouratzis,InstituteforLanguageandSpeechProcessing-AthenaResearchCentre, Greece TatianaTambouratzis,UniversityofPiraeus,Greece Lu-AnTang,NECLabsAmerica,USA MingjieTang,PurdueUniversity,U.S.A. MaguelonneTeisseire,Irstea-UMRTETIS(EarthObservationandGeoinformationfor EnvironmentandLandManagementresearchUnit)-Montpellier,France MasahiroTerabe,MitsubishiResearchInstitute,Inc.,Japan AnkurTeredesai,UniversityofWashington-Tacoma,USA A.MinTjoa,TU-Vienna,Austria Li-ShiangTsay,NorthCarolinaA&TStateUniversity,U.S.A. KirilTsemekhman,IntegralAdScience,USA ChrisaTsinaraki,EUJointResearchCenter-Ispra,Italy XabierUgarte-Pedrero,UniversidaddeDeusto-Bilbao,Spain RomanVaculin,IBMResearch,USA DanielvanderEnde,ING,Netherlands MichaelVassilakopoulos,UniversityofThessaly,Greece MariaVelez-Rojas,CATechnologies,Spain ZeevVolkovich,ORTBraudeCollegeKarmiel,Israel StefanosVrochidis,InformationTechnologiesInstitute-CentreforResearchandTechnology Hellas,Greece JasonWang,NewJerseyInstituteofTechnology,U.S.A. GuanWang,LinkedInCorporation,USA LeonS.L.Wang,NationalUniversityofKaohsiung,Taiwan TaifengWang,MicrosoftResearchAsia,China WolframWöß,JohannesKeplerUniversityLinz-InstituteforApplicationOrientedKnowledge Processing,Austria YuehuaWu,YorkUniversity,Canada GuandongXu,VictoriaUniversity-Melbourne,Australia DivakarYadav,JaypeInstituteofInformationTechnology,Noida,India DivakarSinghYadav,SouthAsianUniversity-NewDelhi,India 9 / 151 FengYan,CollegeofWilliamandMary,USA TianbaoYang,UniversityofIowa,USA LinaYao,TheUniversityofAdelaide,Australia Jie(Jessie)Yin,CSIRO,Australia EikoYoneki,UniversityofCambridge,UK TakuyaYoshihiro,WakayamaUniversity,Japan ZhiguoYu,UniversityofTexas-SchoolofBiomedicalInformatics,USA FouadZablith,OlayanSchoolofBusiness-AmericanUniversityofBeirut,Lebanon AidongZhang,StateUniversityofNewYorkatBuffalo,USA JiaweiZhang,UniversityofIllinoisatChicago,USA JunboZhang,MicrosoftResearch,Beijing,China XiaomingZhang,BeihangUniversity,China Zhi-LiZhang,UniversityofMinnesota,USA YanchangZhao,RDataMining.com,Australia Yichuan Zhao,GeorgiaStateUniversity,USA ShandianZhe,PurdueUniversity,USA RobertoZicari,JohannWolfgangGoethe-UniversityofFrankfurt,Germany AlbertZomaya,TheUniversityofSydney,Australia 10 / 151

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also kindly thank all the authors that dedicated much of their time and effort to contribute to. DATA ANALYTICS 2016. We truly believe that, thanks to all these efforts, the final conference program consisted of top quality contributions. Also, this event could not have been a reality without the s
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