DATA ANALYTICS 2016 The Fifth International Conference on Data Analytics ISBN: 978-1-61208 ...

151 Pages·2016·14.75 MB·English

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