Real World Data Mining Applications

418 Pages·2015·10.38 MB·English

by  Mahmoud Abou-Nasr

Annals of Information Systems
Volume 17
SeriesEditors
RameshSharda
OklahomaStateUniversity
Stillwater,OK,USA
StefanVoß
UniversityofHamburg
Hamburg,Germany
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Mahmoud Abou-Nasr (cid:129) Stefan Lessmann (cid:129) Robert
Stahlbock (cid:129) Gary M. Weiss
Editors
Real World Data Mining
Applications
2123
Editors
MahmoudAbou-Nasr RobertStahlbock
Research&AdvancedEngineering UniversitätHamburgInst.
FordMotorCompany Wirtschaftsinformatik
Dearborn Hamburg
Michigan Germany
USA
StefanLessmann GaryM.Weiss
UniversitätHamburgInst. DeptartmentofComputer&InformationScience
Wirtschaftsinformatik FordhamUniversity
Hamburg Bronx
Germany NewYork
USA
ISSN1934-3221 ISSN1934-3213(electronic)
ISBN978-3-319-07811-3 ISBN978-3-319-07812-0(eBook)
DOI10.1007/978-3-319-07812-0
SpringerChamHeidelbergNewYorkDordrechtLondon
LibraryofCongressControlNumber:2014953600
© SpringerInternationalPublishingSwitzerland2015
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Acknowledgments
We would like to thank all authors who submitted their work for consideration to
this focused issue. Their contributions made this special issue possible.We would
alsoliketothanktherefereesfortheirtimeandthoughtfulreviews.Finally,weare
gratefultoRameshShardaandStefanVoß,thetwoserieseditors,fortheirvaluable
adviceandencouragement,andtheeditorialstaffatSpringerfortheirsupportinthe
productionofthisspecialissue.
Dearborn,Hamburg,NewYork MahmoudAbou-Nasr
June2013 StefanLessmann
RobertStahlbock
GaryM.Weiss
v
Contents
Introduction ...................................................... 1
MahmoudAbou-Nasr,StefanLessmann,RobertStahlbock
andGaryM.Weiss
PartI EstablishedDataMiningTasks
WhatDataScientistsCanLearnfromHistory ........................ 15
AaronLai
OnLineMiningofCyclicAssociationRulesFromParallelDimension
Hierarchies....................................................... 31
EyaBenAhmed,AhlemNabliandFaïezGargouri
PROFIT:AProjectedClusteringTechnique .......................... 51
DharmveerSinghRajput,PramodKumarSinghandMahuaBhattacharya
Multi-labelClassificationwithaConstrainedMinimumCutModel ..... 71
GuangzhiQu,IshwarSethi,CraigHartrickandHuiZhang
On the Selection of Dimension ReductionTechniques for Scientific
Applications ...................................................... 91
YaJuFanandChandrikaKamath
Relearning Process for SPRT in Structural Change Detection
ofTime-SeriesData ............................................... 123
RyosukeSaga,NaokiKaisakuandHiroshiTsuji
PartII BusinessandManagementTasks
K-means Clustering on a Classifier-Induced Representation Space:
ApplicationtoCustomerContactPersonalization ..................... 139
VincentLemaire,FabriceClérotandNicolasCreff
vii
viii Contents
DimensionalityReductionUsingGraphWeightedSubspaceLearning
forBankruptcyPrediction ......................................... 155
BernardeteRibeiroandNingChen
PartIII FraudDetection
ClickFraudDetection:AdversarialPatternRecognitionover5Years
atMicrosoft ...................................................... 181
BrendanKitts,JingYingZhang,GangWu,WesleyBrandi,JulienBeasley,
KieranMorrill,JohnEttedgui,SidSiddhartha,HongYuan,FengGao,
PeterAzoandRajMahato
A NovelApproach forAnalysis of ‘RealWorld’Data:A Data Mining
Engine for Identification of Multi-author Student Document
Submission ....................................................... 203
KathrynBurn-ThorntonandTimBurman
DataMiningBasedTaxAuditSelection:ACaseStudyofaPilotProject
attheMinnesotaDepartmentofRevenue ............................ 221
Kuo-WeiHsu,NishithPathak,JaideepSrivastava,GregTschida
andEricBjorklund
PartIV MedicalApplications
ANearestNeighborApproachtoBuildaReadableRiskScoreforBreast
Cancer........................................................... 249
ÉmilienGauthier,LaurentBrisson,PhilippeLencaandStéphaneRagusa
MachineLearningforMedicalExaminationReportProcessing......... 271
YinghaoHuang,YiLuMurphey,NaeemSeliyaandRoyB.Friedenthal
PartV EngineeringTasks
Data MiningVortex Cores Concurrent with Computational Fluid
DynamicsSimulations ............................................. 299
CliftonMortensen,SteveGorrell,RobertWoodleyandMichaelGosnell
ADataMiningBasedMethodforDiscoveryofWebServicesandtheir
Compositions ..................................................... 325
RichiNayakandAishwaryaBose
Exploiting Terrain Information for Enhancing Fuel Economy
of CruisingVehicles by Supervised Training of Recurrent Neural
Optimizers ....................................................... 343
MahmoudAbou-Nasr,JohnMicheliniandDimitarFilev
Contents ix
ExplorationofFlightStateandControlSystemParametersforPrediction
ofHelicopterLoadsviaGammaTestandMachineLearningTechniques 359
CatherineCheung,JulioJ.ValdésandMatthewLi
MultilayerSemanticAnalysisinImageDatabases..................... 387
IsmailElSayad,JeanMartinet,Zhongfei(Mark)ZhangandPeterEisert
Index ............................................................ 415
Contributors
MahmoudAbou-Nasr Research&AdvancedEngineering,Research&Innovation
Center,FordMotorCompany,Dearborn,MI,USA
Eya BenAhmed Higher Institute of Management of Tunis, University of Tunis,
Tunis,Tunisia
PeterAzo MicrosoftCorporation,OneMicrosoftWay,Redmond,WA,USA
JulienBeasley MicrosoftCorporation,OneMicrosoftWay,Redmond,WA,USA
Mahua Bhattacharya ABV – Indian Institute of Information Technology and
Management,Gwalior,MP,India
EricBjorklund ComputerSciencesCorporation,FallsChurch,VA,USA
Aishwarya Bose School of Electrical Engineering and Computer Science, Sci-
enceandEngineeringTechnology,QueenslandUniversityofTechnology,Brisbane,
Australia
WesleyBrandi MicrosoftCorporation,OneMicrosoftWay,Redmond,WA,USA
Laurent Brisson UMR CNRS 6285 Lab-STICC, Institut Telecom, Telecom
Bretagne,BrestCedex3,France
KathrynBurn-Thornton OUDCE,UniversityofOxford,OxfordUK
Tim Burman School of Computing and Engineering Science, University of
Durham,Durham,UK
NingChen GECAD,InstitutoSuperiordeEngenhariadoPorto,Porto,Portugal
CatherineCheung NationalResearchCouncilCanada,Ottawa,ON,Canada
FabriceClérot OrangeLabs,Lannion,France
NicolasCreff OrangeLabs,Lannion,France
PeterEisert FraunhoferHeinrichHertzInstitute,Berlin,Germany
JohnEttedgui MicrosoftCorporation,OneMicrosoftWay,Redmond,WA,USA
xi