Table Of ContentStudies in Computational Intelligence 598
Dariusz Barbucha
Ngoc Thanh Nguyen
John Batubara Editors
New Trends
in Intelligent
Information
and Database
Systems
Studies in Computational Intelligence
Volume 598
Serieseditor
JanuszKacprzyk,PolishAcademyofSciences,Warsaw,Poland
e-mail:[email protected]
AboutthisSeries
Theseries“StudiesinComputationalIntelligence”(SCI)publishesnewdevelopments
and advances in the various areas of computational intelligence—quickly and with a
highquality.Theintentistocoverthetheory,applications,anddesignmethodsofcom-
putational intelligence, as embedded in the fields of engineering, computer science,
physics and life sciences, as well as the methodologiesbehind them. The series con-
tainsmonographs,lecturenotesandeditedvolumesincomputationalintelligencespan-
ningtheareasofneuralnetworks,connectionistsystems,geneticalgorithms,evolution-
arycomputation,artificialintelligence,cellularautomata,self-organizingsystems,soft
computing,fuzzysystems, and hybridintelligentsystems. Of particularvalue to both
thecontributorsandthereadershiparetheshortpublicationtimeframeandtheworld-
widedistribution,whichenablebothwideandrapiddisseminationofresearchoutput.
Moreinformationaboutthisseriesathttp://www.springer.com/series/7092
·
Dariusz Barbucha Ngoc Thanh Nguyen
John Batubara
Editors
New Trends in Intelligent
Information and Database
Systems
ABC
Editors
DariuszBarbucha JohnBatubara
DepartmentofInformationSystems GraduatePrograminInformation
GdyniaMaritimeUniversity Technology
Gdynia BinaNusantaraUniversity
Poland Jakarta
Indonesia
NgocThanhNguyen
DepartmentofInformationSystems
FacultyofComputerScience
andManagement
WrocławUniversityofTechnology
Wrocław
Poland
ISSN1860-949X ISSN1860-9503 (electronic)
StudiesinComputationalIntelligence
ISBN978-3-319-16210-2 ISBN978-3-319-16211-9 (eBook)
DOI10.1007/978-3-319-16211-9
LibraryofCongressControlNumber:2015933718
SpringerChamHeidelbergNewYorkDordrechtLondon
(cid:2)c SpringerInternationalPublishingSwitzerland2015
Thisworkissubjecttocopyright.AllrightsarereservedbythePublisher,whetherthewholeorpartofthe
materialisconcerned,specificallytherightsoftranslation,reprinting,reuseofillustrations,recitation,broad-
casting,reproductiononmicrofilmsorinanyotherphysicalway,andtransmissionorinformationstorage
andretrieval,electronicadaptation,computersoftware,orbysimilarordissimilarmethodologynowknown
orhereafterdeveloped.
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doesnotimply,evenintheabsenceofaspecificstatement,thatsuchnamesareexemptfromtherelevant
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editorsgiveawarranty,expressorimplied,withrespecttothematerialcontainedhereinorforanyerrorsor
omissionsthatmayhavebeenmade.
Printedonacid-freepaper
SpringerInternationalPublishingAGSwitzerlandispartofSpringerScience+BusinessMedia
(www.springer.com)
Preface
Intelligentinformationanddatabasesystemsaretwocloselyrelatedsubfieldsofmod-
erncomputersciencewhichhavebeenknownforoverthirtyyears.Theyfocusonthe
integrationofartificialintelligenceandclassicdatabasetechnologiestocreatetheclass
of next generation informationsystems. This new generation systems mainly aims at
providingend-userswith intelligentbehavior:simpleand/oradvancedlearning,prob-
lem solving,coordinationand cooperation,knowledgediscoveryfrom large data col-
lections,reasoningaboutinformationunderuncertainconditions,supportusersintheir
formulationofcomplexqueriesself-organization,etc.Suchintelligentabilitiesimple-
mented in classic information systems allow for making them autonomous and user
oriented,in particularwhenadvancedproblemsof informationmanagementare tobe
solvedinthecontextoflarge,distributedandheterogeneousenvironments.
The volumefocusesonnewtrendsinintelligentinformationanddatabasesystems
anddiscusses topicsaddressedto the foundationsand principlesofdata, information,
andknowledgemodels,methodologiesforintelligentinformationanddatabasesystems
analysis,design,andimplementation,theirvalidation,maintenanceandevolution.They
coverabroadspectrumofresearchtopicsdiscussedbothfromthepracticalandtheoret-
icalpointsofviewsuchas:intelligentinformationretrieval,naturallanguageprocess-
ing,semanticweb,socialnetworks,machinelearning,knowledgediscovery,datamin-
ing,uncertaintymanagementandreasoningunderuncertainty,intelligentoptimization
techniquesininformationsystems,securityindatabasessystems,andmultimediadata
analysis. Intelligent information systems and their applications in business, medicine
and industry, database systems applications, and intelligent internet systems are also
presentedanddiscussedinthebook.
The volume consists of 38 chapters based on original works presented during the
7thAsianConferenceonIntelligentInformationandDatabaseSystems(ACIIDS2015)
heldon23–25March2015inBali,Indonesia.Thebookisdividedintosixparts.
Thefirstpartentitled“AdvancedMachineLearningandDataMining”includesseven
chapterswhichfocusonnewdevelopmentsinmachinelearninganddataminingstrate-
giesaswellasalgorithmsdevisedforcomputeruserverification,outlierdetection,and
image,videoandmotiondataanalysis.
VI Preface
Thesecondpartofthebookentitled“IntelligentComputationalMethodsinInforma-
tionSystems”consistsofsixchapterswhichpresentcomputationalintelligencemeth-
ods (fuzzy set, artificial neural networks, particle swarm optimization, etc.) and their
applicationstosolveselecteddecisionandoptimizationproblemsrelatedtointelligent
informationmanagement.
In the third part “Semantic Web, Social Networksand RecommendationSystems”
which encompasses five chapters, the authors propose and analyze new methods and
techniques for sentiment analysis, social user interaction, and measuring information
quality of geosocial networks. They also present how social network analysis can be
usedinselectedareasofbusiness.
The fourth part entitled “Cloud Computing and Intelligent Internet Systems” con-
tainseightchapters.Majorityofthepapersincludedinthispartfocusoncloudcomput-
ing in contextof intelligent information management(ubiquitousnetworking,intelli-
gentcloudbasedsystems,etc.),aswellasbiomedical,educational,andotherindustrial
applications of it. The second group of papers included in this part refers to Internet
ofThingswhichcontributestoimprovingthescopeandqualityofcommunicationand
computingservices.Utilizationofabovementionedconceptstogetherwithnewsystem
designparadigms(communicationenabledapplications,serviceorientedarchitecture,
usercentricity,contentandcontextawareness,etc.)willleadtodesignandimplement
advancedinternetsystems.
The fifth part“KnowledgeandLanguageProcessing” comprisesfourchaptersand
refers to both theory and application of knowledge engineering and natural language
processing in contextof informationand database systems. They present and discuss
effectivewaysofknowledgerepresentationandintegrationaswellasimplementation
ofcognitiveagents’perceptualmemoryinintegratedmanagementinformationsystems.
Theyalsorefertoadvancedmethodsdevotedtolanguageprocessing.
And finally, eight chapters included in the sixth part of the book entitled “Intelli-
gent Information and Database Systems: Applications” present practical applications
ofconsideredgroupofsystemsindifferentfieldsofbusinessandindustry.
The book can be interested and useful for graduate and PhD students in computer
science as well as for researchers and practitioners interested in merging of artificial
intelligenceanddatabasetechnologiesinordertocreatenewclassofintelligentinfor-
mationsystems.
We would like to express our sincere thanks to Prof. Janusz Kacprzyk, the editor
of this series, and Dr. Thomas Ditzinger from Springer for their interest and support
forourproject.Our thanksare dueto all reviewers,whichhelpedusto guaranteethe
highestqualityofthechaptersincludedinthebook.Finally,wecordiallythankallthe
authorsfortheirvaluablecontributionstothecontentofthisvolume.
March2015 DariuszBarbucha
NgocThanhNguyen
JohnBatubara
Contents
PartI:Advanced Machine Learning andData Mining
ExplorationandVisualizationApproachforOutlierDetectiononLog
Files............................................................. 3
IbrahimLouhi,LydiaBoudjeloud-Assala,ThomasTamisier
ObjectSegmentationunderVaryingIlluminationEffects ................ 13
DiniPratiwi,ImanH.Kartowisastro
ReviewofFeatureSelectionAlgorithmsforBreastCancerUltrasound
Image ........................................................... 23
KesariVerma,BikeshKumarSingh,PriyankaTripathi,A.S.Thoke
RecognitionofHumanGesturesRepresentedbyDepthCameraMotion
Sequences........................................................ 33
AdamS´witon´ski,BartoszPiórkowski,HenrykJosin´ski,KonradWojciechowski,
AldonaDrabik
SegmentationofMRIDatatoExtracttheBloodVesselsBasedonFuzzy
Thresholding ..................................................... 43
Jan Kubicek, Marek Penhaker, Karolina Pavelova, Ali Selamat,
RadovanHudak,JaroslavMajernik
Precision of Gait Indices Approximationby Kinect Based Motion
Acquisition....................................................... 53
AgnieszkaMichalczuk,DamianPe˛szor,HenrykJosin´ski,AdamS´witon´ski,
RomualdaMucha,KonradWojciechowski
ComputerUserVerificationBasedonMouseActivityAnalysis ........... 61
TomaszWesolowski,MalgorzataPalys,PrzemyslawKudlacik
VIII Contents
PartII:Intelligent Computational Methods inInformation
Systems
FingerKnucklePrintIdentificationwithHierarchicalModelofLocal
GradientFeatures................................................. 73
RafałKozik,MichałChoras´
Type-ReductionforConcaveType-2FuzzySets ........................ 81
Bing-KunXie,Shie-JueLee
Evaluating Customer Satisfaction: Linguistic Reasoning by Fuzzy
ArtificialNeuralNetworks.......................................... 91
Reza Mashinchi, Ali Selamat, Suhaimi Ibrahim, Ondrej Krejcar,
MarekPenhaker
Hybrid Particle Swarm OptimizationFeature Selection for Crime
Classification ..................................................... 101
SyahidAnuar,AliSelamat,RoselinaSallehuddin
Identificationof Shill Bidding for Online Auctions Using Anomaly
Detection ........................................................ 111
GrzegorzKołaczek,SławomirBalcerzak
InvestigationofTime IntervalSizeEffectonSVMModelinEmotion
NormDatabase ................................................... 121
Chih-HungWu,Bor-ChenKuo,Gwo-HshiungTzeng
PartIII:Semantic Web, SocialNetworks and
Recommendation Systems
TwitterOntology-DrivenSentimentAnalysis .......................... 131
Liviu-AdrianCotfas,CameliaDelcea,IoanRoxin,RamonaPaun
A VirtualReality Based Recommender System for Interior Design
PrototypeDrawingRetrieval........................................ 141
Kuo-SuiLin,Ming-ChangKe
AdaptationofSocialNetworkAnalysistoElectronicFreightExchange .... 151
KonradFuks,ArkadiuszKawa,BartłomiejPieran´ski
SocialUsersInteractionsDetectionBasedonConversationalAspects ...... 161
RamiBelkaroui,RimFaiz,AymenElkhlifi
MeasuringInformationQualityofGeosocialNetworks.................. 171
JirˇíKysela,JosefHorálek,FilipHolík
Contents IX
PartIV:Cloud Computing and IntelligentInternet Systems
A Secure Non-interactive Deniable Authentication Protocolwith
CertificatesBasedonEllipticCurveCryptography ..................... 183
Yu-HaoChuang,Chien-LungHsu,WesleyShu,KevinC.Hsu,Min-WenLiao
AnAdHocMobileCloudandItsDynamicLoadingofModulesintoa
MobileDeviceRunningGoogleAndroid .............................. 191
FilipMaly,PavelKriz
MethodologicalApproachtoEfficientCloudComputingMigration ....... 199
PetraMarešová,VladimírSobeˇslav,BlankaKlímová
HighLevelModelsforIaaSCloudArchitectures ....................... 209
AlesKomarek,JakubPavlik,VladimírSobeˇslav
LowerLayersofaCloudDrivenSmartHomeSystem................... 219
JosefHorálek,JanMatyska, JanStepan,Martin Vancl,RichardCimler,
VladimírSobeˇslav
Cloud–BasedSolutionsforOutdoorAmbientIntelligenceSupport ....... 229
PeterMikulecky
InternetofThingsServiceSystemsArchitecture........................ 239
PatrykSchauer,GrzegorzDebita
AnIoTBasedServiceSystemasaResearchandEducationalPlatform..... 249
ThomasKimsey,JasonJeffords,YassiMoghaddam,AndrzejRucinski
PartV:KnowledgeandLanguage Processing
VirtualEngineeringObjects:EffectiveWayofKnowledgeRepresentation
andDecisionMaking .............................................. 261
SyedImranShafiq,CesarSanin,EdwardSzczerbicki,CarlosToro
Finite-StateTransducerswithMultivaluedMappingsforProcessingof
RichInflectionalLanguages......................................... 271
UalsherTukeyev,MarekMiłosz,ZhandosZhumanov
TheImplementationofthePerceptualMemoryofCognitiveAgentsin
IntegratedManagementInformationSystem .......................... 281
Andrzej Bytniewski, Anna Chojnacka-Komorowska, Marcin Hernes,
KamalMatouk
ConsensuswithExpandingConflictProfile ............................ 291
MarcinMaleszka
