Workshop: Information Visualization Ashish Shendure & Katy Börner

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Workshop:InformationVisualization
AshishShendure&KatyBörner
Cyberinfrastructure forNetworkScienceCenter
School ofInformaticsandComputing and
IndianaUniversityNetworkScienceInstitute
IndianaUniversity,USA
CEWiT,IndianaUniversity
2:00-2:50PMEST
February26,2016
Please
- downloadtheSci2Toolfromhttp://sci2.cns.iu.edu
- theseslideshttp://cns.iu.edu/docs/presentations/2016-shendure-cewit.pdf
TheSci2Tool
3
Software, Datasets, Plugins, and Documentation
•
•
•
•
•
Theseslides
http://cns.iu.edu/docs/presentations/2016-shendure-cewit.pdf
Sci2ToolManual
http://sci2.wiki.cns.iu.edu
Sci2Toolv1.2beta
http://sci2.cns.iu.edu
AdditionalDatasets
http://sci2.wiki.cns.iu.edu/2.5+Sample+Datasets
AdditionalPlugins
http://sci2.wiki.cns.iu.edu/3.2+Additional+Plugins
MakesureyouhaveJava1.6(64-bit,ifyouselected64-bit)orhigherinstalledor
downloadfromhttp://www.java.com/en/download.TocheckyourJavaversion,
openaterminalandrun'java-version'.
SomevisualizationsaresavedasPostscriptfiles.AfreePostscripttoPDFvieweris
athttp://ps2pdf.com andafreePDFViewerat
http://www.adobe.com/products/reader.html.
4
Install and Run Sci2
Sci2ToolrunsonWindows,Mac,andLinux.
Unzip.
Run/sci2/sci2.exe
5
Sci2 Tool Interface Components
See also http://sci2.wiki.cns.iu.edu/2.2+User+Interface
Use
• Menu toreaddata,run
algorithms.
• Console toseeworklog,
referencestoseminalworks.
• DataManagertoselect,view,
saveloaded,simulated,or
deriveddatasets.
• Scheduler toseestatusof
algorithmexecution.
Allworkflowsarerecordedintoalogfile(see/sci2/logs/…),andcanbere-runfor
easyreplication.Iferrorsoccur,theyaresavedinaerrorlogtoeasebugreporting.
Allalgorithmsaredocumentedonline;workflowsaregiveninSci2Manualat
http://sci2.wiki.cns.iu.edu
6
Sci2 Tool Interface Components
Download for free at http://sci2.cns.iu.edu
7
LoadOne FileandRunMany AnalysesandVisualizations
Times Publication Cityof
Cited Year
Publisher
12
2011
NEWYORK
CountryJournalTitleTitle
Subject
(Full)
Category
USA
COMMUNIC Plug-and-Play
Computer
ATIONSOF Macroscopes
Science
THEACM
MALDEN
USA
CTSAdvancingthe
Research&
CLINICAL ScienceofTeam
Experimental
AND
Science
Medicine
TRANSLATIO
NAL
SCIENCE
WASHINGTON USA
SCIENCE
AMulti-Level SystemsCellBiology
TRANSLATIO Perspectiveforthe |Research&
NAL
ScienceofTeam
Experimental
MEDICINE Science
Medicine
Authors
18
2010
Falk-Krzesinski, HJ|Borner,
K|Contractor,N|Fiore,
SM|Hall, KL|Keyton,
J|Spring, B|Stokols,
D|Trochim,W|Uzzi,B
13
2010
Borner,K
Borner,K|Contractor,
N|Falk-Krzesinski, HJ|Fiore,
SM|Hall, KL|Keyton,
J|Spring, B|Stokols,
D|Trochim,W|Uzzi,B
8
LoadOne FileandRunMany AnalysesandVisualizations
Times Publication Cityof
Cited Year
Publisher
12
2011
NEWYORK
CountryJournalTitleTitle
Subject
(Full)
Category
USA
COMMUNIC Plug-and-Play
Computer
ATIONSOF Macroscopes
Science
THEACM
MALDEN
USA
CTSAdvancingthe
Research&
CLINICAL ScienceofTeam
Experimental
AND
Science
Medicine
TRANSLATIO
NAL
SCIENCE
WASHINGTON USA
SCIENCE
AMulti-Level SystemsCellBiology
TRANSLATIO Perspectiveforthe |Research&
NAL
ScienceofTeam
Experimental
MEDICINE Science
Medicine
Authors
18
2010
Falk-Krzesinski, HJ|Borner,
K|Contractor,N|Fiore,
SM|Hall, KL|Keyton,
J|Spring, B|Stokols,
D|Trochim,W|Uzzi,B
13
2010
Borner,K
Borner,K|Contractor,
N|Falk-Krzesinski, HJ|Fiore,
SM|Hall, KL|Keyton,
J|Spring, B|Stokols,
D|Trochim,W|Uzzi,B
Co-authorand
manyother
bi-modalnetworks.
9
LoadOne FileandRunMany AnalysesandVisualizations
Download20publications.csvfrom
http://wiki.cns.iu.edu/download/attachments/12
45848/20publications.csv?version=1&modificatio
nDate=1403450235951
InSci2,use‘File>Load’andloadfileas‘Standard
csvformat’.
Run‘DataPreparation>ExtractCo-Occurrence
Network’withparameters:
Co-authornetworkwillappearinDataManager.
10
LoadOne FileandRunMany AnalysesandVisualizations
Run‘Analysis>NetworkAnalysisToolkit(NAT)’togetbasicproperties:
Nodes:65
Isolatednodes:0
Edges:404
Noselfloopswerediscovered.
Averagedegree:12.4308
Thelargestconnectedcomponentconsistsof65nodes.
Density(disregardingweights):0.1942
Select‘ExtractedNetworkonColumnAuthors’networkinDataManagerandrun
‘Visualization>GUESS’toopenGUESSwithfileloaded.
Initiallayoutisrandom:
InGUESS,apply‘Layout>GEM’:
11
InformationVisualizationMOOC(IVMOOC)
TeachestheSci2Tool
12
Registerforfree:http://ivmooc.cns.iu.edu.ClassstartedJan12,2016.
TheInformationVisualizationMOOC
ivmooc.cns.iu.edu
Studentsfrommorethan100countries
350+facultymembers
#ivmooc
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CourseSchedule
Part1:TheoryandHands-On
• Session1 – WorkflowDesignandVisualizationFramework
• Session2 – “When:”TemporalData
• Session3 – “Where:”GeospatialData
• Session4 – “What:”TopicalData
Mid-Term
• Session5 – “WithWhom:”Trees
• Session6 – “WithWhom:”Networks
• Session7 – DynamicVisualizationsandDeployment
FinalExam
Part2:Studentsworkinteamsonclientprojects.
FinalgradeisbasedonClassParticipation(10%),Midterm(30%),FinalExam
(30%),andClientProject(30%).
15
BooksUsedintheIVMOOC
Teachestimely
knowledge:
Advancedalgorithms,
tools,andhands-on
workflows.
Teachestimelessknowledge:
Visualizationframework—
exemplifiedusinggeneric
visualizationexamplesand
pioneeringvisualizations.
16
VisualizationFrameworks
IVMOOCApp
The“IVMOOCFlashcards”appcanbedownloadedfromGoogle
PlayandAppleiOSstores.
18
HowtoClassifyDifferentVisualizations?
By
• Userinsightneeds?
• Usertasktypes?
• Datatobevisualized?
• Datatransformation?
• Visualizationtechnique?
• Visualmappingtransformation?
• Interactiontechniques?
• Or?
DifferentQuestionTypes
Findyourway
Descriptive&
Predictive
Models
Findcollaborators,friends
Terabytesofdata
Identifytrends
20
20
DifferentLevelsofAbstraction/Analysis
Macro/Global
PopulationLevel
Meso/Local
GroupLevel
Micro
IndividualLevel
21
TypeofAnalysisvs.LevelofAnalysis
Micro/Individual
(1-100records)
Meso/Local
Macro/Global
(101–10,000records) (10,000<records)
Statistical
Analysis/Profiling
Individualpersonand
theirexpertiseprofiles
Largerlabs,centers, AllofNSF,allofUSA,all
universities,research ofscience.
domains,orstates
TemporalAnalysis
(When)
Fundingportfolioof
oneindividual
Mappingtopicbursts
in20yearsofPNAS
113yearsofphysics
research
GeospatialAnalysis Careertrajectoryofone Mappingastate’s
PNASpublications
(Where)
individual
intellectuallandscape
TopicalAnalysis
(What)
Baseknowledgefrom
whichonegrantdraws.
Knowledgeflowsin
chemistryresearch
VxOrd/Topicmapsof
NIHfunding
NetworkAnalysis
(WithWhom?)
NSFCo-PInetworkof
oneindividual
Co-authornetwork
NIH’scorecompetency
22
TypeofAnalysisvs.LevelofAnalysis
Micro/Individual
(1-100records)
Meso/Local
Macro/Global
(101–10,000records) (10,000<records)
Statistical
Analysis/Profiling
Individualpersonand
theirexpertiseprofiles
Largerlabs,centers, AllofNSF,allofUSA,all
universities,research ofscience.
domains,orstates
TemporalAnalysis
(When)
Fundingportfolioof
oneindividual
Mappingtopicbursts
in20-yearsofPNAS
113yearsofphysics
research
GeospatialAnalysis Careertrajectoryofone Mappingastates
PNAS publications
(Where)
individual
intellectuallandscape
TopicalAnalysis
(What)
Baseknowledgefrom
whichonegrantdraws.
Knowledgeflowsin
chemistryresearch
VxOrd/Topicmapsof
NIHfunding
NetworkAnalysis
(WithWhom?)
NSFCo-PInetworkof
oneindividual
Co-authornetwork
NIH’scorecompetency
23
Clients
http://ivmooc.cns.iu.edu/clients.html
24
Diogo Carmo
25
mjstamper_ivmooc
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References
Börner,Katy,Chen, Chaomei, andBoyack,Kevin.(2003).
VisualizingKnowledgeDomains. InBlaise Cronin (Ed.),
ARIST,Medford,NJ:InformationToday,Volume 37,Chapter
5,pp.179-255.http://ivl.slis.indiana.edu/km/pub/2003borner-arist.pdf
Shiffrin, RichardM.andBörner,Katy(Eds.)(2004).Mapping
KnowledgeDomains.ProceedingsoftheNational Academy
ofSciencesoftheUnitedStatesofAmerica,101(Suppl_1).
http://www.pnas.org/content/vol101/suppl_1/
Börner,Katy(2010) AtlasofScience:VisualizingWhatWe
Know.TheMITPress.http://scimaps.org/atlas
Scharnhorst, Andrea,Börner,Katy,vandenBesselaar,Peter
(2012)ModelsofScienceDynamics.SpringerVerlag.
KatyBörner,MichaelConlon, JonCorson-Rikert, Cornell,
YingDing(2012)VIVO:ASemanticApproachtoScholarly
NetworkingandDiscovery.Morgan&Claypool.
KatyBörner andDavidEPolley (2014)VisualInsights:A
PracticalGuidetoMakingSenseofData.TheMITPress.
Börner,Katy(2015) AtlasofKnowledge:AnyoneCanMap.
TheMITPress.http://scimaps.org/atlas2
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Allpapers,maps,tools, talks,pressarelinkedfrom http://cns.iu.edu
Theseslideswillsoonbeathttp://cns.iu.edu/docs/presentations
CNSFacebook:http://www.facebook.com/cnscenter
Mapping ScienceExhibitFacebook: http://www.facebook.com/mappingscience
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