Table Of ContentHandbookofDataVisualization
Chun-houh Chen
Wolfgang Härdle
Antony Unwin
Editors
Handbook of
Data Visualization
WithFiguresandTables
123
Editors
Dr.Chun-houhChen ProfessorWolfgangHärdle
InstituteofStatisticalScience CASE–CenterforAppliedStatistics
AcademiaSinica andEconomics
AcademiaRoad,Section SchoolofBusinessandEconomics
Taipei Humboldt-UniversitätzuBerlin
Taiwan SpandauerStraße
cchen@stat.sinica.edu.tw Berlin
Germany
haerdle@wiwi.hu-berlin.de
ProfessorAntonyUnwin
MathematicsInstitute
UniversityofAugsburg
Augsburg
Germany
unwin@math.uni-augsburg.de
ISBN ---- e-ISBN ----
DOI ./----
LibraryofCongressControlNumber:
©Springer-VerlagBerlinHeidelberg
hisworkissubjecttocopyright.Allrightsarereserved,whetherthewholeorpartofthematerialis
concerned,specificallytherightsoftranslation,reprinting,reuseofillustrations,recitation,broadcasting,
reproductiononmicrofilmorinanyotherway,andstorageindatabanks.Duplicationofthispublication
orpartsthereofispermittedonlyundertheprovisionsoftheGermanCopyrightLawofSeptember,
,initscurrentversion,andpermissionforusemustalwaysbeobtainedfromSpringer.Violationsare
liableforprosecutionundertheGermanCopyrightLaw.
heuseofgeneraldescriptivenames,registerednames,trademarks,etc.inthispublicationdoesnotimply,
evenintheabsenceofaspecificstatement,thatsuchnamesareexemptfromtherelevantprotectivelaws
andregulationsandthereforefreeforgeneraluse.
TypesettingandProduction:LE-TEXJelonek,Schmidt&VöcklerGbR,Leipzig,Germany
Cover:deblik,Berlin,Germany
Printedonacid-freepaper
springer.com
Table of Contents
I.DataVisualization
I.1Introduction
AntonyUnwin,Chun-houhChen,WolfgangK.Härdle..........................3
II.Principles
II.1ABriefHistoryofDataVisualization
MichaelFriendly..........................................................15
II.2GoodGraphics?
AntonyUnwin............................................................57
II.3StaticGraphics
PaulMurrell..............................................................79
II.4DataVisualizationThroughTheirGraphRepresentations
GeorgeMichailidis.......................................................103
II.5Graph-theoreticGraphics
LelandWilkinson........................................................121
II.6High-dimensionalDataVisualization
Martinheus............................................................151
II.7MultivariateDataGlyphs:PrinciplesandPractice
MatthewO.Ward........................................................179
II.8LinkedViewsforVisualExploration
AdalbertWilhelm........................................................199
II.9LinkedDataViews
GrahamWills...........................................................217
II.10VisualizingTreesandForests
SimonUrbanek..........................................................243
VI TableofContents
III.Methodologies
III.1InteractiveLinkedMicromapPlotsfortheDisplay
ofGeographicallyReferencedStatisticalData
JürgenSymanzik,DanielB.Carr...........................................267
III.2GrandTours,ProjectionPursuitGuidedTours,andManualControls
DianneCook,AndreasBuja,Eun-KyungLee,HadleyWickham................295
III.3MultidimensionalScaling
MichaelA.A.Cox,TrevorF.Cox...........................................315
III.4HugeMultidimensionalDataVisualization:BacktotheVirtue
ofPrincipalCoordinatesandDendrogramsintheNewComputerAge
FrancescoPalumbo,DomenicoVistocco,AlainMorineau......................349
III.5MultivariateVisualizationbyDensityEstimation
MichaelC.Minnotte,StephanR.Sain,DavidW.Scott........................389
III.6StructuredSetsofGraphs
RichardM.Heiberger,BurtHolland........................................415
III.7RegressionbyParts:
FittingVisuallyInterpretableModelswithGUIDE
Wei-YinLoh ............................................................ 447
III.8StructuralAdaptiveSmoothing
byPropagation–SeparationMethods
JörgPolzehl,VladimirSpokoiny............................................471
III.9SmoothingTechniquesforVisualisation
AdrianW.Bowman......................................................493
III.10DataVisualizationviaKernelMachines
Yuan-chinIvanChang,Yuh-JyeLee,Hsing-KuoPao,Mei-HsienLee,
Su-YunHuang...........................................................539
III.11VisualizingClusterAnalysisandFiniteMixtureModels
FriedrichLeisch..........................................................561
III.12VisualizingContingencyTables
DavidMeyer,AchimZeileis,KurtHornik...................................589
III.13MosaicPlotsandTheirVariants
HeikeHofmann..........................................................617
III.14ParallelCoordinates:Visualization,Exploration
andClassiicationofHigh-DimensionalData
AlfredInselberg..........................................................643
III.15MatrixVisualization
Han-MingWu,ShengLiTzeng,Chun-HouhChen............................681
III.16VisualizationinBayesianDataAnalysis
JouniKerman,AndrewGelman,TianZheng,YuejingDing....................709
III.17ProgrammingStatisticalDataVisualizationintheJavaLanguage
JunjiNakano,YoshikazuYamamoto,KeisukeHonda.........................725
III.18Web-BasedStatisticalGraphicsusingXMLTechnologies
YoshiroYamamoto,MasayaIizuka,TomokazuFujino........................757
TableofContents VII
IV.SelectedApplications
IV.1VisualizationforGeneticNetworkReconstruction
GraceS.Shieh,Chin-YuanGuo............................................793
IV.2Reconstruction,VisualizationandAnalysisofMedicalImages
HenryHorng-ShingLu ................................................... 813
IV.3ExploratoryGraphicsofaFinancialDataset
AntonyUnwin,Martinheus,WolfgangK.Härdle...........................831
IV.4GraphicalDataRepresentationinBankruptcyAnalysis
WolfgangK.Härdle,RouslanA.Moro,DorotheaSchäfer......................853
IV.5VisualizingFunctionalDatawithanApplication
toeBay’sOnlineAuctions
WolfgangJank,GalitShmueli,CatherinePlaisant,BenShneiderman...........873
IV.6VisualizationToolsforInsuranceRiskProcesses
KrzysztofBurnecki,RafałWeron...........................................899
List of Contributors
AdrianW.Bowman Chun-houhChen
UniversityofGlasgow AcademiaSinica
DepartmentofStatistics InstituteofStatisticalScience
UK Taiwan
adrian@stats.gla.ac.uk cchen@stat.sinica.edu.tw
AndreasBuja DianneCook
UniversityofPennsylvania IowaStateUniversity
StatisticsDepartment DepartmentofStatistics
USA USA
buja@wharton.upenn.edu dicook@iastate.edu
KrzysztofBurnecki MichaelA.A.Cox
WroclawUniversityofTechnology UniversityofNewcastleUponTyne
InstituteofMathematics DivisionofPsychology
andComputerScience SchoolofBiologyandPsychology
Poland UK
krzysztof.burnecki@gmail.com mike.cox@ncl.ac.uk
DanielB.Carr TrevorF.Cox
GeorgeMasonUniversity DataSciencesUnit
CenterforComputationalStatistics UnileverR&DPortSunlight
USA UK
dcarr@gmu.edu trevor.cox@unilever.com
Yuan-chinIvanChang YuejingDing
AcademiaSinica ColumbiaUniversity
InstituteofStatisticalScience DepartmentofStatistics
Taiwan USA
ycchang@stat.sinica.edu.tw yding@stat.columbia.edu
X ListofContributors
MichaelFriendly BurtHolland
YorkUniversity TempleUniversity
PsychologyDepartment DepartmentofStatistics
Canada USA
friendly@yorku.ca bholland@temple.edu
KeisukeHonda
TomokazuFujino
GraduateUniversity
FukuokaWomen’sUniversity
forAdvancedStudies
DepartmentofEnvironmentalScience
Japan
Japan
khonda@ism.ac.jp
fujino@fwu.ac.jp
KurtHornik
AndrewGelman WirtschatsuniversitätWien
ColumbiaUniversity DepartmentofStatistics
DepartmentofStatistics andMathematics
USA Austria
gelman@stat.columbia.edu Kurt.Hornik@wu-wien.ac.at
Su-YunHuang
Chin-YuanGuo
AcademiaSinica
AcademiaSinica
InstituteofStatisticalScience
InstituteofStatisticalScience
Taiwan
Taiwan
syhuang@stat.sinica.edu.tw
WolfgangK.Härdle MasayaIizuka
Humboldt-UniversitätzuBerlin OkayamaUniversity
CASE–CenterforAppliedStatistics GraduateSchoolofNaturalScience
andEconomics andTechnology
Germany Japan
haerdle@wiwi.hu-berlin.de iizuka@ems.okayama-u.ac.jp
AlfredInselberg
RichardM.Heiberger
TelAvivUniversity
TempleUniversity
SchoolofMathematicalSciences
DepartmentofStatistics
Israel
USA
aiisreal@post.tau.ac.il
rmh@temple.edu
WolfgangJank
HeikeHofmann UniversityofMaryland
IowaStateUniversity DepartmentofDecision
DepartmentofStatistics andInformationTechnologies
USA USA
hofmann@iastate.edu wjank@rhsmith.umd.edu
ListofContributors XI
JouniKerman DavidMeyer
NovartisPharmaAG WirtschatsuniversitätWien
USA DepartmentofInformationSystems
jouni.kerman@novartis.com andOperations
Austria
David.Meyer@wu-wien.ac.at
Eun-KyungLee
SeoulNationalUniversity
GeorgeMichailidis
DepartmentofStatistics
UniversityofMichigan
Korea
DepartmentofStatistics
gracesle@snu.ac.kr
USA
gmichail@umich.edu
Yuh-JyeLee
NationalTaiwanUniversity
MichaelC.Minnotte
ofScienceandTechnology
UtahStateUniversity
DepartmentofComputerScience
DepartmentofMathematics
andInformationEngineering
andStatistics
Taiwan
USA
yuh-jye@mail.ntust.edu.tw
mike.minnotte@usu.edu
Mei-HsienLee AlainMorineau
NationalTaiwanUniversity LaRevueMODULAD
InstituteofEpidemiology France
Taiwan alain.morineau@modulad.fr
RouslanA.Moro
FriedrichLeisch
Humboldt-UniversitätzuBerlin
Ludwig-Maximilians-Universität
InstitutfürStatistikundÖkonometrie
InstitutfürStatistik
Germany
Germany
rmoro@diw.de
Friedrich.Leisch@stat.uni-muenchen.de
PaulMurrell
Wei-YinLoh
UniversityofAuckland
UniversityofWisconsin-Madison
DepartmentofStatistics
DepartmentofStatistics
NewZealand
USA
paul@stat.auckland.ac.nz
loh@stat.wisc.edu
JunjiNakano
HenryHorng-ShingLu heInstituteofStatisticalMathematics
NationalChiaoTungUniversity andtheGraduateUniversity
InstituteofStatistics forAdvancedStudies
Taiwan Japan
hslu@stat.nctu.edu.tw nakanoj@ism.ac.jp