SlideShare a Scribd company logo
1 of 51
Download to read offline
Information Visualization in Medical Informatics

        Ben Shneiderman       ben@cs.umd.edu @benbendc

 Founding Director (1983-2000), Human-Computer Interaction Lab
          Professor, Department of Computer Science
        Member, Institute for Advanced Computer Studies




                  University of Maryland
                 College Park, MD 20742
Interdisciplinary research community
 - Computer Science & Info Studies
 - Psych, Socio, Poli Sci & MITH
      (www.cs.umd.edu/hcil)
Design Issues

ā€¢   Input devices & strategies
     ā€¢ Keyboards, pointing devices, voice
     ā€¢ Direct manipulation
     ā€¢ Menus, forms, commands
ā€¢   Output devices & formats
     ā€¢ Screens, windows, color, sound
     ā€¢ Text, tables, graphics
     ā€¢ Instructions, messages, help
ā€¢   Collaboration & Social Media            www.awl.com/DTUI

ā€¢   Help, tutorials, training
                                            Fifth Edition: 2010

ā€¢   Search        ā€¢ Visualization
Information Visualization

ā€¢   Visual bandwidth is enormous
    ā€¢ Human perceptual skills are remarkable
      ā€¢ Trend, cluster, gap, outlier...
      ā€¢ Color, size, shape, proximity...


ā€¢   Three challenges
    ā€¢ Meaningful visual displays of massive data
    ā€¢ Interaction: widgets & window coordination
    ā€¢ Process models for discovery
Business takes action

ā€¢   General Dynamics buys MayaViz
ā€¢   Agilent buys GeneSpring
ā€¢   Google buys Gapminder
ā€¢   Oracle buys Hyperion
ā€¢   Microsoft buys Proclarity
ā€¢   InfoBuilders buys Advizor Solutions
ā€¢   SAP buys (Business Objects buys
           Xcelsius & Inxight & Crystal Reports )
ā€¢   IBM buys (Cognos buys Celequest) & ILOG
ā€¢   TIBCO buys Spotfire
Spotfire: Retinolā€™s role in embryos & vision
Spotfire: DC natality data
10M - 100M pixels

                           Large displays
                    for single or multiple users
100M-pixels & more
1M-pixels & less
                   Small mobile devices
Information Visualization: Mantra

ā€¢   Overview, zoom & filter, details-on-demand
ā€¢   Overview, zoom & filter, details-on-demand
ā€¢   Overview, zoom & filter, details-on-demand
ā€¢   Overview, zoom & filter, details-on-demand
ā€¢   Overview, zoom & filter, details-on-demand
ā€¢   Overview, zoom & filter, details-on-demand
ā€¢   Overview, zoom & filter, details-on-demand
ā€¢   Overview, zoom & filter, details-on-demand
ā€¢   Overview, zoom & filter, details-on-demand
ā€¢   Overview, zoom & filter, details-on-demand
SciViz .   Information Visualization: Data Types

           ā€¢   1-D Linear        Document Lens, SeeSoft, Info Mural
           ā€¢   2-D Map           GIS, ArcView, PageMaker, Medical imagery
           ā€¢   3-D World         CAD, Medical, Molecules, Architecture




           ā€¢   Multi-Var         Spotfire, Tableau, GGobi, TableLens, ParCoords,
InfoViz




           ā€¢   Temporal          LifeLines, TimeSearcher, Palantir, DataMontage
           ā€¢   Tree              Cone/Cam/Hyperbolic, SpaceTree, Treemap
           ā€¢   Network           Pajek, JUNG, UCINet, SocialAction, NodeXL




               infosthetics.com    flowingdata.com     infovis.org
                             www.infovis.net/index.php?lang=2
Anscombeā€™s Quartet

          1                        2                    3                        4
x             y          x             y      x             y          x             y
10.0              8.04   10.0          9.14   10.0              7.46       8.0           6.58
    8.0           6.95       8.0       8.14       8.0           6.77       8.0           5.76
13.0              7.58   13.0          8.74   13.0          12.74          8.0           7.71
    9.0           8.81       9.0       8.77       9.0           7.11       8.0           8.84
11.0              8.33   11.0          9.26   11.0              7.81       8.0           8.47
14.0              9.96   14.0          8.10   14.0              8.84       8.0           7.04
    6.0           7.24       6.0       6.13       6.0           6.08       8.0           5.25
    4.0           4.26       4.0       3.10       4.0           5.39   19.0          12.50
12.0          10.84      12.0          9.13   12.0              8.15       8.0           5.56
    7.0           4.82       7.0       7.26       7.0           6.42       8.0           7.91
    5.0           5.68       5.0       4.74       5.0           5.73       8.0           6.89
Anscombeā€™s Quartet

          1                        2                    3                        4
x             y          x             y      x             y          x             y
                                                                                                Property            Value
10.0              8.04   10.0          9.14   10.0              7.46       8.0           6.58
                                                                                                Mean of x            9.0
    8.0           6.95       8.0       8.14       8.0           6.77       8.0           5.76
                                                                                                Variance of x       11.0
13.0              7.58   13.0          8.74   13.0          12.74          8.0           7.71
                                                                                                Mean of y            7.5
    9.0           8.81       9.0       8.77       9.0           7.11       8.0           8.84
                                                                                                Variance of y        4.12
11.0              8.33   11.0          9.26   11.0              7.81       8.0           8.47
                                                                                                Correlation          0.816
14.0              9.96   14.0          8.10   14.0              8.84       8.0           7.04
                                                                                                Linear regression   y = 3 + 0.5x
    6.0           7.24       6.0       6.13       6.0           6.08       8.0           5.25
    4.0           4.26       4.0       3.10       4.0           5.39   19.0          12.50
12.0          10.84      12.0          9.13   12.0              8.15       8.0           5.56
    7.0           4.82       7.0       7.26       7.0           6.42       8.0           7.91
    5.0           5.68       5.0       4.74       5.0           5.73       8.0           6.89
Anscombeā€™s Quartet
LifeLines: Patient Histories




       www.cs.umd.edu/hcil/lifelines
LifeLines2: Contrast+Creatine




        www.cs.umd.edu/hcil/lifelines
LifeLines2: Align-Rank-Filter & Summarize




        www.cs.umd.edu/hcil/lifelines
LifeLines2: Align-Rank-Filter & Summarize




        www.cs.umd.edu/hcil/lifelines2
LifeFlow: Aggregation Strategy

                          Temporal
                          Categorical Data
                           (4 records)


                          LifeLines2 format


                          Tree of Event
                           Sequences


                          LifeFlow Aggregation

        www.cs.umd.edu/hcil/lifeflow
LifeFlow: Interface with User Controls
Treemap: Gene Ontology


+ Space filling
+ Space limited
+ Color coding
+ Size coding
- Requires learning




        (Shneiderman, ACM Trans. on Graphics, 1992 & 2003)
               www.cs.umd.edu/hcil/treemap/
Treemap: Smartmoney MarketMap




         www.smartmoney.com/marketmap
Market falls steeply Feb 27, 2007, with one exception
Market falls steeply Sept 22, 2011, some exceptions
Market mixed, February 8, 2008
Energy & Technology up, Financial & Health Care down
Market rises, September 1, 2010, Gold contrarians
Treemap: WHC Emergency Room
       (6304 patients in Jan2006)




Group by Admissions/MF, size by service time, color by age
Treemap: WHC Emergency Room
       (6304 patients in Jan2006) (only those service time >12 hours)




Group by Admissions/MF, size by service time, color by age
Treemap: Nutritional Analysis




              www.hivegroup.com
Office of National Coordinator: SHARP

Strategic Health IT Advanced Research Projects
 - Security of Health Information Technology
 - Patient-Centered Cognitive Support
 - Healthcare Application and Network Platform Architectures
 - Secondary Use of EHR Data


Univ of Maryland HCIL tasks
 - Missing Laboratory Reports
 - Medication Reconciliation
 - Alarms and Alerts Management



                 www.cs.umd.edu/hcil/sharp
Lab test tracking to ensure completion

Define tracking processes
   Assign temporal responsibility
    Define possible actions
    Predict expected duration

Generate User Interface from processes
   Enhance situation awareness
   Integrate follow-up actions with results
   Simplify rapid operations
   Provide retrospective analysis




     PhD work: Sureyya Tarkan
Medication Reconciliation: Current Form




Univ of Maryland HCIL tasks
 - Missing Laboratory Reports
 - Medication Reconciliation
 - Alarms and Alerts Management



               www.cs.umd.edu/hcil/sharp
          www.youtube.com/watch?v=ZGf1EiuIIIM
www.youtube.com/watch?v=YoSxlKl0pCo
Twinlist: Medication Reconciliation


                                                                 ā€œBest reconciliation app
                                                                   I have ever seenā€
                                                                 Dr. Shawn Murphy, PartnersHealthcare & Harvard Medical




                                                                 ā€œSuper-cool demoā€
                                                                    Dr. Jonathan Nebeker, Univ of Utah & VA




                                                                 ā€œTwinlist concept is brilliantā€
                                                                   Dr. Kevin Hughes, Harvard Medical School




Tiffany Chao, Catherine Plaisant, Ben Shneideman
Based on class project of : Leo Claudino, Sameh Khamis, Ran Liu, Ben London, Jay Pujara
                              Students of CMSC734 Information Visualization class

                             www.youtube.com/watch?v=YoSxlKl0pCo
NodeXL:
    Network Overview for Discovery & Exploration in Excel




www.codeplex.com/nodexl
NodeXL:
Network Overview for Discovery & Exploration in Excel




            www.codeplex.com/nodexl
NodeXL: Import Dialogs




  www.codeplex.com/nodexl
Tweets at #WIN09 Conference: 2 groups
WWW2011 Twitter Community: Grouped
ā€˜GOPā€™ tweets, clustered (red-Republicans)
Flickr networks
Analyzing Social Media Networks with NodeXL
I. Getting Started with Analyzing Social Media Networks
    1. Introduction to Social Media and Social Networks
    2. Social media: New Technologies of Collaboration
    3. Social Network Analysis

II. NodeXL Tutorial: Learning by Doing
    4. Layout, Visual Design & Labeling
    5. Calculating & Visualizing Network Metrics
    6. Preparing Data & Filtering
    7. Clustering &Grouping

III Social Media Network Analysis Case Studies
    8. Email
    9. Threaded Networks
   10. Twitter
   11. Facebook
   12. WWW
   13. Flickr
   14. YouTube
   15. Wiki Networks

www.elsevier.com/wps/find/bookdescription.cws_home/723354/description
UN Millennium Development Goals

   To be achieved by 2015
      ā€¢ Eradicate extreme poverty and hunger
        ā€¢ Achieve universal primary education
 ā€¢ Promote gender equality and empower women
               ā€¢ Reduce child mortality
              ā€¢ Improve maternal health
 ā€¢ Combat HIV/AIDS, malaria and other diseases
        ā€¢ Ensure environmental sustainability
  ā€¢ Develop a global partnership for development
29th Annual Symposium
    May 22-23, 2012

 www.cs.umd.edu/hcil
29th Annual Symposium
    May 22-23, 2012

 www.cs.umd.edu/hcil
     @benbendc

More Related Content

Viewers also liked

Real-Time Analytics and Visualization of Streaming Big Data with JReport & Sc...
Real-Time Analytics and Visualization of Streaming Big Data with JReport & Sc...Real-Time Analytics and Visualization of Streaming Big Data with JReport & Sc...
Real-Time Analytics and Visualization of Streaming Big Data with JReport & Sc...Mia Yuan Cao
Ā 
Theius: A Streaming Visualization Suite for Hadoop Clusters
Theius: A Streaming Visualization Suite for Hadoop ClustersTheius: A Streaming Visualization Suite for Hadoop Clusters
Theius: A Streaming Visualization Suite for Hadoop Clustersjtedesco5
Ā 
Building a Big Data Pipeline
Building a Big Data PipelineBuilding a Big Data Pipeline
Building a Big Data PipelineJesus Rodriguez
Ā 
Towards Utilizing GPUs in Information Visualization
Towards Utilizing GPUs in Information VisualizationTowards Utilizing GPUs in Information Visualization
Towards Utilizing GPUs in Information VisualizationNiklas Elmqvist
Ā 
An Introduction to Evaluation in Medical Visualization
An Introduction to Evaluation in Medical VisualizationAn Introduction to Evaluation in Medical Visualization
An Introduction to Evaluation in Medical VisualizationNoeska Smit
Ā 
What Is Visualization?
What Is Visualization?What Is Visualization?
What Is Visualization?OneSpring LLC
Ā 
Web 2 0 Projects Elementary
Web 2 0 Projects ElementaryWeb 2 0 Projects Elementary
Web 2 0 Projects ElementaryCinci0987
Ā 
Processing Twitter Events in Real-Time with Oracle Event Processing (OEP) 12c
Processing Twitter Events in Real-Time with Oracle Event Processing (OEP) 12cProcessing Twitter Events in Real-Time with Oracle Event Processing (OEP) 12c
Processing Twitter Events in Real-Time with Oracle Event Processing (OEP) 12cGuido Schmutz
Ā 
In Memory Analytics with Apache Spark
In Memory Analytics with Apache SparkIn Memory Analytics with Apache Spark
In Memory Analytics with Apache SparkVenkata Naga Ravi
Ā 
Presentation Brucon - Anubisnetworks and PTCoresec
Presentation Brucon - Anubisnetworks and PTCoresecPresentation Brucon - Anubisnetworks and PTCoresec
Presentation Brucon - Anubisnetworks and PTCoresecTiago Henriques
Ā 
JT@UCSB - On-Demand Data Streaming from Sensor Nodes and A quick overview of ...
JT@UCSB - On-Demand Data Streaming from Sensor Nodes and A quick overview of ...JT@UCSB - On-Demand Data Streaming from Sensor Nodes and A quick overview of ...
JT@UCSB - On-Demand Data Streaming from Sensor Nodes and A quick overview of ...Jonas Traub
Ā 
Stream Processing with Kafka in Uber, Danny Yuan
Stream Processing with Kafka in Uber, Danny Yuan Stream Processing with Kafka in Uber, Danny Yuan
Stream Processing with Kafka in Uber, Danny Yuan confluent
Ā 

Viewers also liked (12)

Real-Time Analytics and Visualization of Streaming Big Data with JReport & Sc...
Real-Time Analytics and Visualization of Streaming Big Data with JReport & Sc...Real-Time Analytics and Visualization of Streaming Big Data with JReport & Sc...
Real-Time Analytics and Visualization of Streaming Big Data with JReport & Sc...
Ā 
Theius: A Streaming Visualization Suite for Hadoop Clusters
Theius: A Streaming Visualization Suite for Hadoop ClustersTheius: A Streaming Visualization Suite for Hadoop Clusters
Theius: A Streaming Visualization Suite for Hadoop Clusters
Ā 
Building a Big Data Pipeline
Building a Big Data PipelineBuilding a Big Data Pipeline
Building a Big Data Pipeline
Ā 
Towards Utilizing GPUs in Information Visualization
Towards Utilizing GPUs in Information VisualizationTowards Utilizing GPUs in Information Visualization
Towards Utilizing GPUs in Information Visualization
Ā 
An Introduction to Evaluation in Medical Visualization
An Introduction to Evaluation in Medical VisualizationAn Introduction to Evaluation in Medical Visualization
An Introduction to Evaluation in Medical Visualization
Ā 
What Is Visualization?
What Is Visualization?What Is Visualization?
What Is Visualization?
Ā 
Web 2 0 Projects Elementary
Web 2 0 Projects ElementaryWeb 2 0 Projects Elementary
Web 2 0 Projects Elementary
Ā 
Processing Twitter Events in Real-Time with Oracle Event Processing (OEP) 12c
Processing Twitter Events in Real-Time with Oracle Event Processing (OEP) 12cProcessing Twitter Events in Real-Time with Oracle Event Processing (OEP) 12c
Processing Twitter Events in Real-Time with Oracle Event Processing (OEP) 12c
Ā 
In Memory Analytics with Apache Spark
In Memory Analytics with Apache SparkIn Memory Analytics with Apache Spark
In Memory Analytics with Apache Spark
Ā 
Presentation Brucon - Anubisnetworks and PTCoresec
Presentation Brucon - Anubisnetworks and PTCoresecPresentation Brucon - Anubisnetworks and PTCoresec
Presentation Brucon - Anubisnetworks and PTCoresec
Ā 
JT@UCSB - On-Demand Data Streaming from Sensor Nodes and A quick overview of ...
JT@UCSB - On-Demand Data Streaming from Sensor Nodes and A quick overview of ...JT@UCSB - On-Demand Data Streaming from Sensor Nodes and A quick overview of ...
JT@UCSB - On-Demand Data Streaming from Sensor Nodes and A quick overview of ...
Ā 
Stream Processing with Kafka in Uber, Danny Yuan
Stream Processing with Kafka in Uber, Danny Yuan Stream Processing with Kafka in Uber, Danny Yuan
Stream Processing with Kafka in Uber, Danny Yuan
Ā 

Similar to Information Visualization for Medical Informatics

Visual Analytics Best Practices
Visual Analytics Best PracticesVisual Analytics Best Practices
Visual Analytics Best PracticesTableau Software
Ā 
Humanizing Data Analysis
Humanizing Data AnalysisHumanizing Data Analysis
Humanizing Data AnalysisJan Aerts
Ā 
Eric E Monson, Text->Data 08 Nov 2012
Eric E Monson, Text->Data 08 Nov 2012Eric E Monson, Text->Data 08 Nov 2012
Eric E Monson, Text->Data 08 Nov 2012emonson
Ā 
Powerhouse Factories, Data Analysis
Powerhouse Factories, Data AnalysisPowerhouse Factories, Data Analysis
Powerhouse Factories, Data AnalysisPowerhouse Factories
Ā 
Best Practices for Killer Data Visualization
Best Practices for Killer Data VisualizationBest Practices for Killer Data Visualization
Best Practices for Killer Data VisualizationQualtrics
Ā 
Visual analytics
Visual analyticsVisual analytics
Visual analyticsAwalin Sopan
Ā 
Sampling: An an often overlooked art in exploratory data analysis
Sampling: An an often overlooked art in exploratory data analysisSampling: An an often overlooked art in exploratory data analysis
Sampling: An an often overlooked art in exploratory data analysisEli Bressert
Ā 
Practical Data Visualization
Practical Data VisualizationPractical Data Visualization
Practical Data VisualizationAngela Zoss
Ā 
Humanizing bioinformatics
Humanizing bioinformaticsHumanizing bioinformatics
Humanizing bioinformaticsJan Aerts
Ā 
Dunham - Data Mining.pdf
Dunham - Data Mining.pdfDunham - Data Mining.pdf
Dunham - Data Mining.pdfPRAJITBHADURI
Ā 
Dunham - Data Mining.pdf
Dunham - Data Mining.pdfDunham - Data Mining.pdf
Dunham - Data Mining.pdfssuserf71896
Ā 
Graphical Analysis of PV Plant Data
Graphical Analysis of PV Plant DataGraphical Analysis of PV Plant Data
Graphical Analysis of PV Plant DataCupertinoElectric
Ā 
Information Visualization for Health Care
Information Visualization for Health CareInformation Visualization for Health Care
Information Visualization for Health CareKrist Wongsuphasawat
Ā 
07 ch ken black solution
07 ch ken black solution07 ch ken black solution
07 ch ken black solutionKrunal Shah
Ā 
From Data to Visualization, what happens in between?
From Data to Visualization, what happens in between?From Data to Visualization, what happens in between?
From Data to Visualization, what happens in between?Krist Wongsuphasawat
Ā 
Data science see what your eyes can't
Data science see what your eyes can'tData science see what your eyes can't
Data science see what your eyes can'tInnoTech
Ā 
Tableau tech activist conference
Tableau   tech activist conferenceTableau   tech activist conference
Tableau tech activist conferenceBen Jones
Ā 
Wom: Media Consumption & Consumer Purchasing - A Word of Mouth Media Plan
Wom: Media Consumption & Consumer Purchasing - A Word of Mouth Media PlanWom: Media Consumption & Consumer Purchasing - A Word of Mouth Media Plan
Wom: Media Consumption & Consumer Purchasing - A Word of Mouth Media PlanUri Levanon
Ā 

Similar to Information Visualization for Medical Informatics (20)

Visual Analytics Best Practices
Visual Analytics Best PracticesVisual Analytics Best Practices
Visual Analytics Best Practices
Ā 
Humanizing Data Analysis
Humanizing Data AnalysisHumanizing Data Analysis
Humanizing Data Analysis
Ā 
Eric E Monson, Text->Data 08 Nov 2012
Eric E Monson, Text->Data 08 Nov 2012Eric E Monson, Text->Data 08 Nov 2012
Eric E Monson, Text->Data 08 Nov 2012
Ā 
Powerhouse Factories, Data Analysis
Powerhouse Factories, Data AnalysisPowerhouse Factories, Data Analysis
Powerhouse Factories, Data Analysis
Ā 
Best Practices for Killer Data Visualization
Best Practices for Killer Data VisualizationBest Practices for Killer Data Visualization
Best Practices for Killer Data Visualization
Ā 
Visual analytics
Visual analyticsVisual analytics
Visual analytics
Ā 
Sampling: An an often overlooked art in exploratory data analysis
Sampling: An an often overlooked art in exploratory data analysisSampling: An an often overlooked art in exploratory data analysis
Sampling: An an often overlooked art in exploratory data analysis
Ā 
Practical Data Visualization
Practical Data VisualizationPractical Data Visualization
Practical Data Visualization
Ā 
Humanizing bioinformatics
Humanizing bioinformaticsHumanizing bioinformatics
Humanizing bioinformatics
Ā 
Dunham - Data Mining.pdf
Dunham - Data Mining.pdfDunham - Data Mining.pdf
Dunham - Data Mining.pdf
Ā 
Dunham - Data Mining.pdf
Dunham - Data Mining.pdfDunham - Data Mining.pdf
Dunham - Data Mining.pdf
Ā 
Graphical Analysis of PV Plant Data
Graphical Analysis of PV Plant DataGraphical Analysis of PV Plant Data
Graphical Analysis of PV Plant Data
Ā 
Information Visualization for Health Care
Information Visualization for Health CareInformation Visualization for Health Care
Information Visualization for Health Care
Ā 
07 ch ken black solution
07 ch ken black solution07 ch ken black solution
07 ch ken black solution
Ā 
ASU
ASUASU
ASU
Ā 
From Data to Visualization, what happens in between?
From Data to Visualization, what happens in between?From Data to Visualization, what happens in between?
From Data to Visualization, what happens in between?
Ā 
Data science see what your eyes can't
Data science see what your eyes can'tData science see what your eyes can't
Data science see what your eyes can't
Ā 
Qce
QceQce
Qce
Ā 
Tableau tech activist conference
Tableau   tech activist conferenceTableau   tech activist conference
Tableau tech activist conference
Ā 
Wom: Media Consumption & Consumer Purchasing - A Word of Mouth Media Plan
Wom: Media Consumption & Consumer Purchasing - A Word of Mouth Media PlanWom: Media Consumption & Consumer Purchasing - A Word of Mouth Media Plan
Wom: Media Consumption & Consumer Purchasing - A Word of Mouth Media Plan
Ā 

More from University of Maryland

Hc ai-asu-dc-shneiderman-3-13-2020-v28
Hc ai-asu-dc-shneiderman-3-13-2020-v28Hc ai-asu-dc-shneiderman-3-13-2020-v28
Hc ai-asu-dc-shneiderman-3-13-2020-v28University of Maryland
Ā 
NFAIS-Social Discovery in an Information Abundant World
NFAIS-Social Discovery in an Information Abundant WorldNFAIS-Social Discovery in an Information Abundant World
NFAIS-Social Discovery in an Information Abundant WorldUniversity of Maryland
Ā 
Evidence-based Usability Guidelines for Promoting Safety and Efficacy
Evidence-based Usability Guidelines for Promoting Safety and EfficacyEvidence-based Usability Guidelines for Promoting Safety and Efficacy
Evidence-based Usability Guidelines for Promoting Safety and EfficacyUniversity of Maryland
Ā 
The Next 25 Years of HCI Research: Technology-Mediated Social Participation
The Next 25 Years of HCI Research: Technology-Mediated Social ParticipationThe Next 25 Years of HCI Research: Technology-Mediated Social Participation
The Next 25 Years of HCI Research: Technology-Mediated Social ParticipationUniversity of Maryland
Ā 
Summer Social Webshop: Technology-Mediated Social Participation
Summer Social Webshop: Technology-Mediated Social ParticipationSummer Social Webshop: Technology-Mediated Social Participation
Summer Social Webshop: Technology-Mediated Social ParticipationUniversity of Maryland
Ā 
Project 4: Cognitive Information Design and Visualization
Project 4: Cognitive Information Design and VisualizationProject 4: Cognitive Information Design and Visualization
Project 4: Cognitive Information Design and VisualizationUniversity of Maryland
Ā 
Information Visualization in Medical Informatics
Information Visualization in Medical InformaticsInformation Visualization in Medical Informatics
Information Visualization in Medical InformaticsUniversity of Maryland
Ā 
Group-In-a-Box Layout for Multi-faceted Analysis of Communities
Group-In-a-Box Layout for Multi-faceted Analysis of CommunitiesGroup-In-a-Box Layout for Multi-faceted Analysis of Communities
Group-In-a-Box Layout for Multi-faceted Analysis of CommunitiesUniversity of Maryland
Ā 
Managing Social Dynamics for Collective Intelligence
Managing Social Dynamics for Collective IntelligenceManaging Social Dynamics for Collective Intelligence
Managing Social Dynamics for Collective IntelligenceUniversity of Maryland
Ā 
Information Visualization for Social Network Analysis,
 Information Visualization for Social Network Analysis,  Information Visualization for Social Network Analysis,
Information Visualization for Social Network Analysis, University of Maryland
Ā 
Sharpc 2012 annual meeting proj4 final
Sharpc 2012 annual meeting proj4 finalSharpc 2012 annual meeting proj4 final
Sharpc 2012 annual meeting proj4 finalUniversity of Maryland
Ā 
Shneiderman info vismedical-amia-panel-v2
Shneiderman info vismedical-amia-panel-v2Shneiderman info vismedical-amia-panel-v2
Shneiderman info vismedical-amia-panel-v2University of Maryland
Ā 
TMSP Nation of Neigbors-feb14-v8
TMSP Nation of Neigbors-feb14-v8TMSP Nation of Neigbors-feb14-v8
TMSP Nation of Neigbors-feb14-v8University of Maryland
Ā 

More from University of Maryland (15)

Hc ai-asu-dc-shneiderman-3-13-2020-v28
Hc ai-asu-dc-shneiderman-3-13-2020-v28Hc ai-asu-dc-shneiderman-3-13-2020-v28
Hc ai-asu-dc-shneiderman-3-13-2020-v28
Ā 
NFAIS-Social Discovery in an Information Abundant World
NFAIS-Social Discovery in an Information Abundant WorldNFAIS-Social Discovery in an Information Abundant World
NFAIS-Social Discovery in an Information Abundant World
Ā 
Evidence-based Usability Guidelines for Promoting Safety and Efficacy
Evidence-based Usability Guidelines for Promoting Safety and EfficacyEvidence-based Usability Guidelines for Promoting Safety and Efficacy
Evidence-based Usability Guidelines for Promoting Safety and Efficacy
Ā 
The Next 25 Years of HCI Research: Technology-Mediated Social Participation
The Next 25 Years of HCI Research: Technology-Mediated Social ParticipationThe Next 25 Years of HCI Research: Technology-Mediated Social Participation
The Next 25 Years of HCI Research: Technology-Mediated Social Participation
Ā 
Summer Social Webshop: Technology-Mediated Social Participation
Summer Social Webshop: Technology-Mediated Social ParticipationSummer Social Webshop: Technology-Mediated Social Participation
Summer Social Webshop: Technology-Mediated Social Participation
Ā 
Project 4: Cognitive Information Design and Visualization
Project 4: Cognitive Information Design and VisualizationProject 4: Cognitive Information Design and Visualization
Project 4: Cognitive Information Design and Visualization
Ā 
Information Visualization in Medical Informatics
Information Visualization in Medical InformaticsInformation Visualization in Medical Informatics
Information Visualization in Medical Informatics
Ā 
Group-In-a-Box Layout for Multi-faceted Analysis of Communities
Group-In-a-Box Layout for Multi-faceted Analysis of CommunitiesGroup-In-a-Box Layout for Multi-faceted Analysis of Communities
Group-In-a-Box Layout for Multi-faceted Analysis of Communities
Ā 
Managing Social Dynamics for Collective Intelligence
Managing Social Dynamics for Collective IntelligenceManaging Social Dynamics for Collective Intelligence
Managing Social Dynamics for Collective Intelligence
Ā 
Information Visualization for Social Network Analysis,
 Information Visualization for Social Network Analysis,  Information Visualization for Social Network Analysis,
Information Visualization for Social Network Analysis,
Ā 
Sharpc 2012 annual meeting proj4 final
Sharpc 2012 annual meeting proj4 finalSharpc 2012 annual meeting proj4 final
Sharpc 2012 annual meeting proj4 final
Ā 
Ieee social com-groupinabox-v2
Ieee social com-groupinabox-v2Ieee social com-groupinabox-v2
Ieee social com-groupinabox-v2
Ā 
Shneiderman info vismedical-amia-panel-v2
Shneiderman info vismedical-amia-panel-v2Shneiderman info vismedical-amia-panel-v2
Shneiderman info vismedical-amia-panel-v2
Ā 
TMSP Nation of Neigbors-feb14-v8
TMSP Nation of Neigbors-feb14-v8TMSP Nation of Neigbors-feb14-v8
TMSP Nation of Neigbors-feb14-v8
Ā 
Nfais social discovery-v5
Nfais social discovery-v5Nfais social discovery-v5
Nfais social discovery-v5
Ā 

Recently uploaded

Russian Escorts Girls Nehru Place ZINATHI šŸ”9711199012 ā˜Ŗ 24/7 Call Girls Delhi
Russian Escorts Girls  Nehru Place ZINATHI šŸ”9711199012 ā˜Ŗ 24/7 Call Girls DelhiRussian Escorts Girls  Nehru Place ZINATHI šŸ”9711199012 ā˜Ŗ 24/7 Call Girls Delhi
Russian Escorts Girls Nehru Place ZINATHI šŸ”9711199012 ā˜Ŗ 24/7 Call Girls DelhiAlinaDevecerski
Ā 
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Faridabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
Ā 
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...Garima Khatri
Ā 
Best Rate (Guwahati ) Call Girls Guwahati āŸŸ 8617370543 āŸŸ High Class Call Girl...
Best Rate (Guwahati ) Call Girls Guwahati āŸŸ 8617370543 āŸŸ High Class Call Girl...Best Rate (Guwahati ) Call Girls Guwahati āŸŸ 8617370543 āŸŸ High Class Call Girl...
Best Rate (Guwahati ) Call Girls Guwahati āŸŸ 8617370543 āŸŸ High Class Call Girl...Dipal Arora
Ā 
Russian Call Girls in Jaipur Riya WhatsApp ā¤8445551418 VIP Call Girls Jaipur
Russian Call Girls in Jaipur Riya WhatsApp ā¤8445551418 VIP Call Girls JaipurRussian Call Girls in Jaipur Riya WhatsApp ā¤8445551418 VIP Call Girls Jaipur
Russian Call Girls in Jaipur Riya WhatsApp ā¤8445551418 VIP Call Girls Jaipurparulsinha
Ā 
(šŸ‘‘VVIP ISHAAN ) Russian Call Girls Service Navi MumbaišŸ–•9920874524šŸ–•Independent...
(šŸ‘‘VVIP ISHAAN ) Russian Call Girls Service Navi MumbaišŸ–•9920874524šŸ–•Independent...(šŸ‘‘VVIP ISHAAN ) Russian Call Girls Service Navi MumbaišŸ–•9920874524šŸ–•Independent...
(šŸ‘‘VVIP ISHAAN ) Russian Call Girls Service Navi MumbaišŸ–•9920874524šŸ–•Independent...Taniya Sharma
Ā 
Chandrapur Call girls 8617370543 Provides all area service COD available
Chandrapur Call girls 8617370543 Provides all area service COD availableChandrapur Call girls 8617370543 Provides all area service COD available
Chandrapur Call girls 8617370543 Provides all area service COD availableDipal Arora
Ā 
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Dehradun Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
Ā 
All Time Service Available Call Girls Marine Drive šŸ“³ 9820252231 For 18+ VIP C...
All Time Service Available Call Girls Marine Drive šŸ“³ 9820252231 For 18+ VIP C...All Time Service Available Call Girls Marine Drive šŸ“³ 9820252231 For 18+ VIP C...
All Time Service Available Call Girls Marine Drive šŸ“³ 9820252231 For 18+ VIP C...Arohi Goyal
Ā 
Call Girls Siliguri Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Siliguri Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Siliguri Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Siliguri Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
Ā 
Call Girls Bangalore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Bangalore Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Bangalore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Bangalore Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
Ā 
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Service
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort ServicePremium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Service
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Servicevidya singh
Ā 
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...Dipal Arora
Ā 
VIP Russian Call Girls in Varanasi Samaira 8250192130 Independent Escort Serv...
VIP Russian Call Girls in Varanasi Samaira 8250192130 Independent Escort Serv...VIP Russian Call Girls in Varanasi Samaira 8250192130 Independent Escort Serv...
VIP Russian Call Girls in Varanasi Samaira 8250192130 Independent Escort Serv...Neha Kaur
Ā 
Call Girls Ooty Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ooty Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Ooty Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ooty Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
Ā 
VIP Service Call Girls Sindhi Colony šŸ“³ 7877925207 For 18+ VIP Call Girl At Th...
VIP Service Call Girls Sindhi Colony šŸ“³ 7877925207 For 18+ VIP Call Girl At Th...VIP Service Call Girls Sindhi Colony šŸ“³ 7877925207 For 18+ VIP Call Girl At Th...
VIP Service Call Girls Sindhi Colony šŸ“³ 7877925207 For 18+ VIP Call Girl At Th...jageshsingh5554
Ā 
Call Girls Bareilly Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Bareilly Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Bareilly Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Bareilly Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
Ā 
Top Rated Bangalore Call Girls Mg Road āŸŸ 8250192130 āŸŸ Call Me For Genuine Sex...
Top Rated Bangalore Call Girls Mg Road āŸŸ 8250192130 āŸŸ Call Me For Genuine Sex...Top Rated Bangalore Call Girls Mg Road āŸŸ 8250192130 āŸŸ Call Me For Genuine Sex...
Top Rated Bangalore Call Girls Mg Road āŸŸ 8250192130 āŸŸ Call Me For Genuine Sex...narwatsonia7
Ā 
Top Rated Bangalore Call Girls Richmond Circle āŸŸ 8250192130 āŸŸ Call Me For Gen...
Top Rated Bangalore Call Girls Richmond Circle āŸŸ 8250192130 āŸŸ Call Me For Gen...Top Rated Bangalore Call Girls Richmond Circle āŸŸ 8250192130 āŸŸ Call Me For Gen...
Top Rated Bangalore Call Girls Richmond Circle āŸŸ 8250192130 āŸŸ Call Me For Gen...narwatsonia7
Ā 
Bangalore Call Girl Whatsapp Number 100% Complete Your Sexual Needs
Bangalore Call Girl Whatsapp Number 100% Complete Your Sexual NeedsBangalore Call Girl Whatsapp Number 100% Complete Your Sexual Needs
Bangalore Call Girl Whatsapp Number 100% Complete Your Sexual NeedsGfnyt
Ā 

Recently uploaded (20)

Russian Escorts Girls Nehru Place ZINATHI šŸ”9711199012 ā˜Ŗ 24/7 Call Girls Delhi
Russian Escorts Girls  Nehru Place ZINATHI šŸ”9711199012 ā˜Ŗ 24/7 Call Girls DelhiRussian Escorts Girls  Nehru Place ZINATHI šŸ”9711199012 ā˜Ŗ 24/7 Call Girls Delhi
Russian Escorts Girls Nehru Place ZINATHI šŸ”9711199012 ā˜Ŗ 24/7 Call Girls Delhi
Ā 
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Faridabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service Available
Ā 
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
Ā 
Best Rate (Guwahati ) Call Girls Guwahati āŸŸ 8617370543 āŸŸ High Class Call Girl...
Best Rate (Guwahati ) Call Girls Guwahati āŸŸ 8617370543 āŸŸ High Class Call Girl...Best Rate (Guwahati ) Call Girls Guwahati āŸŸ 8617370543 āŸŸ High Class Call Girl...
Best Rate (Guwahati ) Call Girls Guwahati āŸŸ 8617370543 āŸŸ High Class Call Girl...
Ā 
Russian Call Girls in Jaipur Riya WhatsApp ā¤8445551418 VIP Call Girls Jaipur
Russian Call Girls in Jaipur Riya WhatsApp ā¤8445551418 VIP Call Girls JaipurRussian Call Girls in Jaipur Riya WhatsApp ā¤8445551418 VIP Call Girls Jaipur
Russian Call Girls in Jaipur Riya WhatsApp ā¤8445551418 VIP Call Girls Jaipur
Ā 
(šŸ‘‘VVIP ISHAAN ) Russian Call Girls Service Navi MumbaišŸ–•9920874524šŸ–•Independent...
(šŸ‘‘VVIP ISHAAN ) Russian Call Girls Service Navi MumbaišŸ–•9920874524šŸ–•Independent...(šŸ‘‘VVIP ISHAAN ) Russian Call Girls Service Navi MumbaišŸ–•9920874524šŸ–•Independent...
(šŸ‘‘VVIP ISHAAN ) Russian Call Girls Service Navi MumbaišŸ–•9920874524šŸ–•Independent...
Ā 
Chandrapur Call girls 8617370543 Provides all area service COD available
Chandrapur Call girls 8617370543 Provides all area service COD availableChandrapur Call girls 8617370543 Provides all area service COD available
Chandrapur Call girls 8617370543 Provides all area service COD available
Ā 
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Dehradun Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Dehradun Just Call 9907093804 Top Class Call Girl Service Available
Ā 
All Time Service Available Call Girls Marine Drive šŸ“³ 9820252231 For 18+ VIP C...
All Time Service Available Call Girls Marine Drive šŸ“³ 9820252231 For 18+ VIP C...All Time Service Available Call Girls Marine Drive šŸ“³ 9820252231 For 18+ VIP C...
All Time Service Available Call Girls Marine Drive šŸ“³ 9820252231 For 18+ VIP C...
Ā 
Call Girls Siliguri Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Siliguri Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Siliguri Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Siliguri Just Call 9907093804 Top Class Call Girl Service Available
Ā 
Call Girls Bangalore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Bangalore Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Bangalore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Bangalore Just Call 9907093804 Top Class Call Girl Service Available
Ā 
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Service
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort ServicePremium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Service
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Service
Ā 
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
Ā 
VIP Russian Call Girls in Varanasi Samaira 8250192130 Independent Escort Serv...
VIP Russian Call Girls in Varanasi Samaira 8250192130 Independent Escort Serv...VIP Russian Call Girls in Varanasi Samaira 8250192130 Independent Escort Serv...
VIP Russian Call Girls in Varanasi Samaira 8250192130 Independent Escort Serv...
Ā 
Call Girls Ooty Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ooty Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Ooty Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ooty Just Call 9907093804 Top Class Call Girl Service Available
Ā 
VIP Service Call Girls Sindhi Colony šŸ“³ 7877925207 For 18+ VIP Call Girl At Th...
VIP Service Call Girls Sindhi Colony šŸ“³ 7877925207 For 18+ VIP Call Girl At Th...VIP Service Call Girls Sindhi Colony šŸ“³ 7877925207 For 18+ VIP Call Girl At Th...
VIP Service Call Girls Sindhi Colony šŸ“³ 7877925207 For 18+ VIP Call Girl At Th...
Ā 
Call Girls Bareilly Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Bareilly Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Bareilly Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Bareilly Just Call 9907093804 Top Class Call Girl Service Available
Ā 
Top Rated Bangalore Call Girls Mg Road āŸŸ 8250192130 āŸŸ Call Me For Genuine Sex...
Top Rated Bangalore Call Girls Mg Road āŸŸ 8250192130 āŸŸ Call Me For Genuine Sex...Top Rated Bangalore Call Girls Mg Road āŸŸ 8250192130 āŸŸ Call Me For Genuine Sex...
Top Rated Bangalore Call Girls Mg Road āŸŸ 8250192130 āŸŸ Call Me For Genuine Sex...
Ā 
Top Rated Bangalore Call Girls Richmond Circle āŸŸ 8250192130 āŸŸ Call Me For Gen...
Top Rated Bangalore Call Girls Richmond Circle āŸŸ 8250192130 āŸŸ Call Me For Gen...Top Rated Bangalore Call Girls Richmond Circle āŸŸ 8250192130 āŸŸ Call Me For Gen...
Top Rated Bangalore Call Girls Richmond Circle āŸŸ 8250192130 āŸŸ Call Me For Gen...
Ā 
Bangalore Call Girl Whatsapp Number 100% Complete Your Sexual Needs
Bangalore Call Girl Whatsapp Number 100% Complete Your Sexual NeedsBangalore Call Girl Whatsapp Number 100% Complete Your Sexual Needs
Bangalore Call Girl Whatsapp Number 100% Complete Your Sexual Needs
Ā 

Information Visualization for Medical Informatics

  • 1. Information Visualization in Medical Informatics Ben Shneiderman ben@cs.umd.edu @benbendc Founding Director (1983-2000), Human-Computer Interaction Lab Professor, Department of Computer Science Member, Institute for Advanced Computer Studies University of Maryland College Park, MD 20742
  • 2. Interdisciplinary research community - Computer Science & Info Studies - Psych, Socio, Poli Sci & MITH (www.cs.umd.edu/hcil)
  • 3. Design Issues ā€¢ Input devices & strategies ā€¢ Keyboards, pointing devices, voice ā€¢ Direct manipulation ā€¢ Menus, forms, commands ā€¢ Output devices & formats ā€¢ Screens, windows, color, sound ā€¢ Text, tables, graphics ā€¢ Instructions, messages, help ā€¢ Collaboration & Social Media www.awl.com/DTUI ā€¢ Help, tutorials, training Fifth Edition: 2010 ā€¢ Search ā€¢ Visualization
  • 4. Information Visualization ā€¢ Visual bandwidth is enormous ā€¢ Human perceptual skills are remarkable ā€¢ Trend, cluster, gap, outlier... ā€¢ Color, size, shape, proximity... ā€¢ Three challenges ā€¢ Meaningful visual displays of massive data ā€¢ Interaction: widgets & window coordination ā€¢ Process models for discovery
  • 5. Business takes action ā€¢ General Dynamics buys MayaViz ā€¢ Agilent buys GeneSpring ā€¢ Google buys Gapminder ā€¢ Oracle buys Hyperion ā€¢ Microsoft buys Proclarity ā€¢ InfoBuilders buys Advizor Solutions ā€¢ SAP buys (Business Objects buys Xcelsius & Inxight & Crystal Reports ) ā€¢ IBM buys (Cognos buys Celequest) & ILOG ā€¢ TIBCO buys Spotfire
  • 6. Spotfire: Retinolā€™s role in embryos & vision
  • 8.
  • 9. 10M - 100M pixels Large displays for single or multiple users
  • 11. 1M-pixels & less Small mobile devices
  • 12. Information Visualization: Mantra ā€¢ Overview, zoom & filter, details-on-demand ā€¢ Overview, zoom & filter, details-on-demand ā€¢ Overview, zoom & filter, details-on-demand ā€¢ Overview, zoom & filter, details-on-demand ā€¢ Overview, zoom & filter, details-on-demand ā€¢ Overview, zoom & filter, details-on-demand ā€¢ Overview, zoom & filter, details-on-demand ā€¢ Overview, zoom & filter, details-on-demand ā€¢ Overview, zoom & filter, details-on-demand ā€¢ Overview, zoom & filter, details-on-demand
  • 13. SciViz . Information Visualization: Data Types ā€¢ 1-D Linear Document Lens, SeeSoft, Info Mural ā€¢ 2-D Map GIS, ArcView, PageMaker, Medical imagery ā€¢ 3-D World CAD, Medical, Molecules, Architecture ā€¢ Multi-Var Spotfire, Tableau, GGobi, TableLens, ParCoords, InfoViz ā€¢ Temporal LifeLines, TimeSearcher, Palantir, DataMontage ā€¢ Tree Cone/Cam/Hyperbolic, SpaceTree, Treemap ā€¢ Network Pajek, JUNG, UCINet, SocialAction, NodeXL infosthetics.com flowingdata.com infovis.org www.infovis.net/index.php?lang=2
  • 14. Anscombeā€™s Quartet 1 2 3 4 x y x y x y x y 10.0 8.04 10.0 9.14 10.0 7.46 8.0 6.58 8.0 6.95 8.0 8.14 8.0 6.77 8.0 5.76 13.0 7.58 13.0 8.74 13.0 12.74 8.0 7.71 9.0 8.81 9.0 8.77 9.0 7.11 8.0 8.84 11.0 8.33 11.0 9.26 11.0 7.81 8.0 8.47 14.0 9.96 14.0 8.10 14.0 8.84 8.0 7.04 6.0 7.24 6.0 6.13 6.0 6.08 8.0 5.25 4.0 4.26 4.0 3.10 4.0 5.39 19.0 12.50 12.0 10.84 12.0 9.13 12.0 8.15 8.0 5.56 7.0 4.82 7.0 7.26 7.0 6.42 8.0 7.91 5.0 5.68 5.0 4.74 5.0 5.73 8.0 6.89
  • 15. Anscombeā€™s Quartet 1 2 3 4 x y x y x y x y Property Value 10.0 8.04 10.0 9.14 10.0 7.46 8.0 6.58 Mean of x 9.0 8.0 6.95 8.0 8.14 8.0 6.77 8.0 5.76 Variance of x 11.0 13.0 7.58 13.0 8.74 13.0 12.74 8.0 7.71 Mean of y 7.5 9.0 8.81 9.0 8.77 9.0 7.11 8.0 8.84 Variance of y 4.12 11.0 8.33 11.0 9.26 11.0 7.81 8.0 8.47 Correlation 0.816 14.0 9.96 14.0 8.10 14.0 8.84 8.0 7.04 Linear regression y = 3 + 0.5x 6.0 7.24 6.0 6.13 6.0 6.08 8.0 5.25 4.0 4.26 4.0 3.10 4.0 5.39 19.0 12.50 12.0 10.84 12.0 9.13 12.0 8.15 8.0 5.56 7.0 4.82 7.0 7.26 7.0 6.42 8.0 7.91 5.0 5.68 5.0 4.74 5.0 5.73 8.0 6.89
  • 17. LifeLines: Patient Histories www.cs.umd.edu/hcil/lifelines
  • 18. LifeLines2: Contrast+Creatine www.cs.umd.edu/hcil/lifelines
  • 19. LifeLines2: Align-Rank-Filter & Summarize www.cs.umd.edu/hcil/lifelines
  • 20. LifeLines2: Align-Rank-Filter & Summarize www.cs.umd.edu/hcil/lifelines2
  • 21. LifeFlow: Aggregation Strategy Temporal Categorical Data (4 records) LifeLines2 format Tree of Event Sequences LifeFlow Aggregation www.cs.umd.edu/hcil/lifeflow
  • 22. LifeFlow: Interface with User Controls
  • 23.
  • 24.
  • 25.
  • 26.
  • 27. Treemap: Gene Ontology + Space filling + Space limited + Color coding + Size coding - Requires learning (Shneiderman, ACM Trans. on Graphics, 1992 & 2003) www.cs.umd.edu/hcil/treemap/
  • 28. Treemap: Smartmoney MarketMap www.smartmoney.com/marketmap
  • 29. Market falls steeply Feb 27, 2007, with one exception
  • 30. Market falls steeply Sept 22, 2011, some exceptions
  • 31. Market mixed, February 8, 2008 Energy & Technology up, Financial & Health Care down
  • 32. Market rises, September 1, 2010, Gold contrarians
  • 33. Treemap: WHC Emergency Room (6304 patients in Jan2006) Group by Admissions/MF, size by service time, color by age
  • 34. Treemap: WHC Emergency Room (6304 patients in Jan2006) (only those service time >12 hours) Group by Admissions/MF, size by service time, color by age
  • 35. Treemap: Nutritional Analysis www.hivegroup.com
  • 36. Office of National Coordinator: SHARP Strategic Health IT Advanced Research Projects - Security of Health Information Technology - Patient-Centered Cognitive Support - Healthcare Application and Network Platform Architectures - Secondary Use of EHR Data Univ of Maryland HCIL tasks - Missing Laboratory Reports - Medication Reconciliation - Alarms and Alerts Management www.cs.umd.edu/hcil/sharp
  • 37. Lab test tracking to ensure completion Define tracking processes Assign temporal responsibility Define possible actions Predict expected duration Generate User Interface from processes Enhance situation awareness Integrate follow-up actions with results Simplify rapid operations Provide retrospective analysis PhD work: Sureyya Tarkan
  • 38. Medication Reconciliation: Current Form Univ of Maryland HCIL tasks - Missing Laboratory Reports - Medication Reconciliation - Alarms and Alerts Management www.cs.umd.edu/hcil/sharp www.youtube.com/watch?v=ZGf1EiuIIIM
  • 40. Twinlist: Medication Reconciliation ā€œBest reconciliation app I have ever seenā€ Dr. Shawn Murphy, PartnersHealthcare & Harvard Medical ā€œSuper-cool demoā€ Dr. Jonathan Nebeker, Univ of Utah & VA ā€œTwinlist concept is brilliantā€ Dr. Kevin Hughes, Harvard Medical School Tiffany Chao, Catherine Plaisant, Ben Shneideman Based on class project of : Leo Claudino, Sameh Khamis, Ran Liu, Ben London, Jay Pujara Students of CMSC734 Information Visualization class www.youtube.com/watch?v=YoSxlKl0pCo
  • 41. NodeXL: Network Overview for Discovery & Exploration in Excel www.codeplex.com/nodexl
  • 42. NodeXL: Network Overview for Discovery & Exploration in Excel www.codeplex.com/nodexl
  • 43. NodeXL: Import Dialogs www.codeplex.com/nodexl
  • 44. Tweets at #WIN09 Conference: 2 groups
  • 48. Analyzing Social Media Networks with NodeXL I. Getting Started with Analyzing Social Media Networks 1. Introduction to Social Media and Social Networks 2. Social media: New Technologies of Collaboration 3. Social Network Analysis II. NodeXL Tutorial: Learning by Doing 4. Layout, Visual Design & Labeling 5. Calculating & Visualizing Network Metrics 6. Preparing Data & Filtering 7. Clustering &Grouping III Social Media Network Analysis Case Studies 8. Email 9. Threaded Networks 10. Twitter 11. Facebook 12. WWW 13. Flickr 14. YouTube 15. Wiki Networks www.elsevier.com/wps/find/bookdescription.cws_home/723354/description
  • 49. UN Millennium Development Goals To be achieved by 2015 ā€¢ Eradicate extreme poverty and hunger ā€¢ Achieve universal primary education ā€¢ Promote gender equality and empower women ā€¢ Reduce child mortality ā€¢ Improve maternal health ā€¢ Combat HIV/AIDS, malaria and other diseases ā€¢ Ensure environmental sustainability ā€¢ Develop a global partnership for development
  • 50. 29th Annual Symposium May 22-23, 2012 www.cs.umd.edu/hcil
  • 51. 29th Annual Symposium May 22-23, 2012 www.cs.umd.edu/hcil @benbendc