Handbook of Data Visualization (Springer Handbooks of Computational Statistics)

955 Pages·2008·33.32 MB·English

by  Chun-houh Chen

HandbookofDataVisualization
Chun-houh Chen
Wolfgang Härdle
Antony Unwin
Editors
Handbook of
Data Visualization
WithFiguresandTables
123
Editors
Dr.Chun-houhChen ProfessorWolfgangHärdle
InstituteofStatisticalScience CASE–CenterforAppliedStatistics
AcademiaSinica andEconomics
AcademiaRoad,Section SchoolofBusinessandEconomics
Taipei Humboldt-UniversitätzuBerlin
Taiwan SpandauerStraße
[email protected] Berlin
Germany
[email protected]
ProfessorAntonyUnwin
MathematicsInstitute
UniversityofAugsburg
Augsburg
Germany
[email protected]
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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
[email protected] [email protected]
AndreasBuja DianneCook
UniversityofPennsylvania IowaStateUniversity
StatisticsDepartment DepartmentofStatistics
USA USA
[email protected] [email protected]
KrzysztofBurnecki MichaelA.A.Cox
WroclawUniversityofTechnology UniversityofNewcastleUponTyne
InstituteofMathematics DivisionofPsychology
andComputerScience SchoolofBiologyandPsychology
Poland UK
[email protected] [email protected]
DanielB.Carr TrevorF.Cox
GeorgeMasonUniversity DataSciencesUnit
CenterforComputationalStatistics UnileverR&DPortSunlight
USA UK
[email protected] [email protected]
Yuan-chinIvanChang YuejingDing
AcademiaSinica ColumbiaUniversity
InstituteofStatisticalScience DepartmentofStatistics
Taiwan USA
[email protected] [email protected]
X ListofContributors
MichaelFriendly BurtHolland
YorkUniversity TempleUniversity
PsychologyDepartment DepartmentofStatistics
Canada USA
[email protected] [email protected]
KeisukeHonda
TomokazuFujino
GraduateUniversity
FukuokaWomen’sUniversity
forAdvancedStudies
DepartmentofEnvironmentalScience
Japan
Japan
[email protected]
[email protected]
KurtHornik
AndrewGelman WirtschatsuniversitätWien
ColumbiaUniversity DepartmentofStatistics
DepartmentofStatistics andMathematics
USA Austria
[email protected] [email protected]
Su-YunHuang
Chin-YuanGuo
AcademiaSinica
AcademiaSinica
InstituteofStatisticalScience
InstituteofStatisticalScience
Taiwan
Taiwan
[email protected]
WolfgangK.Härdle MasayaIizuka
Humboldt-UniversitätzuBerlin OkayamaUniversity
CASE–CenterforAppliedStatistics GraduateSchoolofNaturalScience
andEconomics andTechnology
Germany Japan
[email protected] [email protected]
AlfredInselberg
RichardM.Heiberger
TelAvivUniversity
TempleUniversity
SchoolofMathematicalSciences
DepartmentofStatistics
Israel
USA
[email protected]
[email protected]
WolfgangJank
HeikeHofmann UniversityofMaryland
IowaStateUniversity DepartmentofDecision
DepartmentofStatistics andInformationTechnologies
USA USA
[email protected] [email protected]
ListofContributors XI
JouniKerman DavidMeyer
NovartisPharmaAG WirtschatsuniversitätWien
USA DepartmentofInformationSystems
[email protected] andOperations
Austria
[email protected]
Eun-KyungLee
SeoulNationalUniversity
GeorgeMichailidis
DepartmentofStatistics
UniversityofMichigan
Korea
DepartmentofStatistics
[email protected]
USA
[email protected]
Yuh-JyeLee
NationalTaiwanUniversity
MichaelC.Minnotte
ofScienceandTechnology
UtahStateUniversity
DepartmentofComputerScience
DepartmentofMathematics
andInformationEngineering
andStatistics
Taiwan
USA
[email protected]
[email protected]
Mei-HsienLee AlainMorineau
NationalTaiwanUniversity LaRevueMODULAD
InstituteofEpidemiology France
Taiwan [email protected]
RouslanA.Moro
FriedrichLeisch
Humboldt-UniversitätzuBerlin
Ludwig-Maximilians-Universität
InstitutfürStatistikundÖkonometrie
InstitutfürStatistik
Germany
Germany
[email protected]
[email protected]
PaulMurrell
Wei-YinLoh
UniversityofAuckland
UniversityofWisconsin-Madison
DepartmentofStatistics
DepartmentofStatistics
NewZealand
USA
[email protected]
[email protected]
JunjiNakano
HenryHorng-ShingLu heInstituteofStatisticalMathematics
NationalChiaoTungUniversity andtheGraduateUniversity
InstituteofStatistics forAdvancedStudies
Taiwan Japan
[email protected] [email protected]