SlideShare ist ein Scribd-Unternehmen logo
1 von 48
Downloaden Sie, um offline zu lesen
Methods and Tools for
     Facilitating Social Participation
            Ben Shneiderman       ben@cs.umd.edu

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)
Information Visualization

•   Visual bandwidth is enormous
    • Remarkable perceptual skills
    • Extensive cognitive facilitation

•   Discovery
    • Trend, cluster, gap, outlier...
    • Comparisons

•   Presentation
     • Comprehensible
     • Memorable
Treemap: Smartmoney MarketMap




         www.smartmoney.com/marketmap
Smartmoney.com MarketMap:
 Steep fall Feb 27, 2007, with one exception




           smartmoney.com/marketmap
Treemap: Newsmap (Marcos Weskamp)




          newsmap.jp
Treemap: Supply Chain




             www.hivegroup.com
Spotfire: Sales Analysis




              www.spotfire.com
Spotfire: Treemap Bond Portfolio Analysis




            www.spotfire.com
10M - 100M pixels

                           Large displays
                    for single or multiple users
100M-pixels & more
Design Issues

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

                                            Fifth Edition: 2010
•   Help, tutorials, training
•   Search        • Visualization
Vision: Social Participation

  1) E-commerce & National Priorities
     • Customer loyalty, community formation
     • Health, energy, education, e-government

  2) Develop Theories of Social Participation
     • How do social media networks evolve?
     • How can participation be increased?

  3) Provide Technology Infrastructure
     • Scalable, reliable, universal, manageable
     • Protect privacy, stop attacks, resolve conflicts
Early Steps

                  Informal Gathering
          College Park, MD, April 2009


  Article: Science March 2009



BEN SHNEIDERMAN




                                         http://iparticipate.wikispaces.com
NSF Workshops: Palo Alto & DC




           www.tmsp.umd.edu
International Efforts


  Community Informatics
   Research Network




              intlsocialparticipation.net
E-Commerce Social Media
Vision: Social Participation

  1) E-commerce & National Priorities
     • Customer loyalty, community formation
     • Health, energy, education, e-government

  2) Develop Theories of Social Participation
     • How do social media networks evolve?
     • How can participation be increased?

  3) Provide Technology Infrastructure
     • Scalable, reliable, universal, manageable
     • Protect privacy, stop attacks, resolve conflicts
Network Theories: Evolution models


 •   Random, preferential attachment,…
 •   Monotonic, bursty,…
 •   Power law for degree (hubs & indexes)
 •   Small-world property
 •   Forest fire, spreading activation,…
 •   Matures, decays, fragments, …


     Watts & Strogatz, Nature 1998; Barabasi, Science 1999, 2009;
                   Newman, Phys. Rev. Letters 2002
                  Kumar, Novak & Tomkins, KDD2006
             Leskovec, Faloutsos & Kleinberg, TKDD2007
Network Theories: Social science

 • Relationships & roles
 • Strong & weak ties
 • Motivations: fear, tragedy, guilt,…
 • Motivations: egoism, altruism, collectivism,
    principlism
 • Collective intelligence
 • Collective action & governance
 • Social information foraging
     Moreno, 1938; Granovetter, 1971; Burt, 1987; Ostrom, 1992;
          Wellman, 1993; Batson, Ahmad & Tseng, 2002;
        Malone, Laubaucher & Dellarocas, 2009; Pirolli, 2009
Network Theories: Stages of participation

Wikipedia, Discussion & Reporting
• Reader
• First-time Contributor
        (Legitimate Peripheral Participation)
•    Returning Contributor
•    Frequent Contributor



                  Preece, Nonnecke & Andrews, CHB2004
             Forte & Bruckman, SIGGROUP2005; Hanson, 2008
                 Porter: Designing for the Social Web, 2008
    Vassileva, 2002, 2005; Ling et al., JCMC 2005; Rashid et al., CHI2006
From Reader to Leader:
 Motivating Technology-Mediated Social Participation




                                                             Collaborator
 All
Users                Reader               Contributor                       `    Leader




        Preece & Shneiderman, AIS Trans. Human-Computer Interaction1 (1), 2009
                      aisel.aisnet.org/thci/vol1/iss1/5/
Strategies for managers

Charismatic leader & bottom-up initiatives
• Personal contact, viral marketing, 1-to-1
• Appeal to special skills & uniqueness
• Engage existing groups
• Seed activities to get started
Footprints of Human Activity

• Footprints in sand as Caesarea
State-of-the-art network visualization
SocialAction




•   Integrates statistics
      & visualization

•   4 case studies, 4-8 weeks
     (journalist, bibliometrician, terrorist analyst,
              organizational analyst)
•   Identified desired features, gave strong positive
    feedback about benefits of integration
                 www.cs.umd.edu/hcil/socialaction
              Perer & Shneiderman, CHI2008, IEEE CG&A 2009
NodeXL:
Network Overview for Discovery & Exploration in Excel




            www.codeplex.com/nodexl
         casci.umd.edu/NodeXL_Teaching
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:
Network Overview for Discovery & Exploration in Excel




https://wiki.cs.umd.edu/cmsc734_09/index.php?title=Homework_Number_3
Wikipedia Discussion




Red nodes (most confrontational) are involved in the strongest dyadic ties,
            and they tend to have the highest out-degree
Tweets at #WIN09 Conference: 2 groups
Flickr networks
Flickr clusters for “mouse”


                         Computer   Mickey

                               Animal
Flickr commenters on Marc Smith’s pix
Spotfire Twitter Community

                               • Size = number of followers
                               • Edge = follows, mentions, retweets
                               • Small, weakly connected
                               • No visible evangelists




              www.codeplex.com/nodexl/
Tableau Twitter Community
• Size = number of followers
• Edge = follows, mentions, retweets
• Moderate sized community well connected.




                           www.codeplex.com/nodexl/
WWW2010 Twitter Community
Kodak Twitter Community




             www.codeplex.com/nodexl/
Oil Spill Twitter Community




               www.codeplex.com/nodexl/
Iron Man 2 (Movie) Twitter Community
CHI2010 Twitter Community




              www.codeplex.com/nodexl/
Figure 7.11. : Lobbying Coalition Network connecting organizations (vertices) that have jointly filed
 comments on US Federal Communications Commission policies (edges). Vertex Size represents
number of filings and color represents Eigenvector Centrality (pink = higher). Darker edges connect
   organizations with many joint filings. Vertices were originally positioned using Fruchterman-
Rheingold and hand-positioned to respect clusters identified by NodeXL’s Find Clusters algorithm.
NodeXL: Book & Social Media Research Fnd


                          Social Media Research
                                Foundation
                            smrfoundation.org

                       We are a group of researchers
                       who want to create open tools,
                       generate and host open data,
                       and support open scholarship
                          related to social media.
NodeXL: Book & Social Media Research Fnd


                       Social Media Research Foundation
                               smrfoundation.org

                        We are a group of researchers who
                        want to create open tools, generate
                       and host open data, and support open
                        scholarship related to social media.




           smrfoundation.org
Strategy: Take Personal Initiatives




   Let’s get to work!
Technology Infrastructure

• Mobile, Desktop, Web, Cloud
• 100% uptime, 100% secure
• Giga-collabs, Tera-contribs
• Universal accessibility & usability
• Trust, empathy, responsibility, privacy
• Leaders can manage usage
• Designers can continuously improve

Weitere ähnliche Inhalte

Was ist angesagt?

Netnography and Research Ethics: From ACR 2015 Doctoral Symposium
Netnography and Research Ethics: From ACR 2015 Doctoral SymposiumNetnography and Research Ethics: From ACR 2015 Doctoral Symposium
Netnography and Research Ethics: From ACR 2015 Doctoral SymposiumUniversity of Southern California
 
Technology for liberal education: the state of the art
Technology for liberal education: the state of the artTechnology for liberal education: the state of the art
Technology for liberal education: the state of the artBryan Alexander
 
The Key Success Factor in Knowledge Management... What Else? Change Management
The Key Success Factor in Knowledge Management... What Else? Change ManagementThe Key Success Factor in Knowledge Management... What Else? Change Management
The Key Success Factor in Knowledge Management... What Else? Change ManagementPatti Anklam
 
ESRC Research Methods Festival - From Flickr to Snapchat: The challenge of an...
ESRC Research Methods Festival - From Flickr to Snapchat: The challenge of an...ESRC Research Methods Festival - From Flickr to Snapchat: The challenge of an...
ESRC Research Methods Festival - From Flickr to Snapchat: The challenge of an...Farida Vis
 
The evolution of research on social media
The evolution of research on social mediaThe evolution of research on social media
The evolution of research on social mediaFarida Vis
 
NetWorkShop: Boston Facilitators Roundtable
NetWorkShop: Boston Facilitators RoundtableNetWorkShop: Boston Facilitators Roundtable
NetWorkShop: Boston Facilitators RoundtablePatti Anklam
 
Media presentation 3
Media presentation 3Media presentation 3
Media presentation 3aaziz5
 
Networking Theories Presentation
Networking Theories PresentationNetworking Theories Presentation
Networking Theories PresentationLeslie
 
New Literacy in the Web 2.0 World
New Literacy in the Web 2.0 WorldNew Literacy in the Web 2.0 World
New Literacy in the Web 2.0 WorldDaniel Churchill
 
Picturing the Social: Talk for Transforming Digital Methods Winter School
Picturing the Social: Talk for Transforming Digital Methods Winter SchoolPicturing the Social: Talk for Transforming Digital Methods Winter School
Picturing the Social: Talk for Transforming Digital Methods Winter SchoolFarida Vis
 
Citizen Science overview for ASU HSD598 graduate course, "Citizen Science"
Citizen Science overview for ASU HSD598 graduate course, "Citizen Science"Citizen Science overview for ASU HSD598 graduate course, "Citizen Science"
Citizen Science overview for ASU HSD598 graduate course, "Citizen Science"Darlene Cavalier
 
Web Science Framework and InterDataNet
Web Science Framework and InterDataNetWeb Science Framework and InterDataNet
Web Science Framework and InterDataNetmaria chiara pettenati
 
Social Machines of Scholarly Collaboration
Social Machines of Scholarly CollaborationSocial Machines of Scholarly Collaboration
Social Machines of Scholarly CollaborationDavid De Roure
 
Social Networks and Computer Science
Social Networks and Computer ScienceSocial Networks and Computer Science
Social Networks and Computer Sciencedragonmeteor
 

Was ist angesagt? (20)

Digital Academe: Implications of Digital Research
Digital Academe: Implications of Digital ResearchDigital Academe: Implications of Digital Research
Digital Academe: Implications of Digital Research
 
Netnography and Research Ethics: From ACR 2015 Doctoral Symposium
Netnography and Research Ethics: From ACR 2015 Doctoral SymposiumNetnography and Research Ethics: From ACR 2015 Doctoral Symposium
Netnography and Research Ethics: From ACR 2015 Doctoral Symposium
 
Technology for liberal education: the state of the art
Technology for liberal education: the state of the artTechnology for liberal education: the state of the art
Technology for liberal education: the state of the art
 
The Key Success Factor in Knowledge Management... What Else? Change Management
The Key Success Factor in Knowledge Management... What Else? Change ManagementThe Key Success Factor in Knowledge Management... What Else? Change Management
The Key Success Factor in Knowledge Management... What Else? Change Management
 
ESRC Research Methods Festival - From Flickr to Snapchat: The challenge of an...
ESRC Research Methods Festival - From Flickr to Snapchat: The challenge of an...ESRC Research Methods Festival - From Flickr to Snapchat: The challenge of an...
ESRC Research Methods Festival - From Flickr to Snapchat: The challenge of an...
 
The evolution of research on social media
The evolution of research on social mediaThe evolution of research on social media
The evolution of research on social media
 
NetWorkShop: Boston Facilitators Roundtable
NetWorkShop: Boston Facilitators RoundtableNetWorkShop: Boston Facilitators Roundtable
NetWorkShop: Boston Facilitators Roundtable
 
P2 Lecture 2
P2 Lecture 2P2 Lecture 2
P2 Lecture 2
 
Media presentation 3
Media presentation 3Media presentation 3
Media presentation 3
 
Networking Theories Presentation
Networking Theories PresentationNetworking Theories Presentation
Networking Theories Presentation
 
P2 Lecture 1
P2 Lecture 1P2 Lecture 1
P2 Lecture 1
 
New Literacy in the Web 2.0 World
New Literacy in the Web 2.0 WorldNew Literacy in the Web 2.0 World
New Literacy in the Web 2.0 World
 
P2 Lecture 3
P2 Lecture 3P2 Lecture 3
P2 Lecture 3
 
Picturing the Social: Talk for Transforming Digital Methods Winter School
Picturing the Social: Talk for Transforming Digital Methods Winter SchoolPicturing the Social: Talk for Transforming Digital Methods Winter School
Picturing the Social: Talk for Transforming Digital Methods Winter School
 
Citizen Science overview for ASU HSD598 graduate course, "Citizen Science"
Citizen Science overview for ASU HSD598 graduate course, "Citizen Science"Citizen Science overview for ASU HSD598 graduate course, "Citizen Science"
Citizen Science overview for ASU HSD598 graduate course, "Citizen Science"
 
Web Science Framework and InterDataNet
Web Science Framework and InterDataNetWeb Science Framework and InterDataNet
Web Science Framework and InterDataNet
 
Social Machines of Scholarly Collaboration
Social Machines of Scholarly CollaborationSocial Machines of Scholarly Collaboration
Social Machines of Scholarly Collaboration
 
Social Networks and Computer Science
Social Networks and Computer ScienceSocial Networks and Computer Science
Social Networks and Computer Science
 
P2 Lecture 5
P2 Lecture 5P2 Lecture 5
P2 Lecture 5
 
P2 Lecture 4
P2 Lecture 4P2 Lecture 4
P2 Lecture 4
 

Ähnlich wie Methods and Tools for Facilitating Social Participation

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
 
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
 
Ben Sheniderman, Technology-Mediated Social Computing
Ben Sheniderman, Technology-Mediated Social ComputingBen Sheniderman, Technology-Mediated Social Computing
Ben Sheniderman, Technology-Mediated Social ComputingAngela Brandt
 
Open Grid Forum workshop on Social Networks, Semantic Grids and Web
Open Grid Forum workshop on Social Networks, Semantic Grids and WebOpen Grid Forum workshop on Social Networks, Semantic Grids and Web
Open Grid Forum workshop on Social Networks, Semantic Grids and WebNoshir Contractor
 
An Introduction to NodeXL for Social Scientists
An Introduction to NodeXL for Social ScientistsAn Introduction to NodeXL for Social Scientists
An Introduction to NodeXL for Social ScientistsDr Wasim Ahmed
 
2010-November-8-NIA - Smart Society and Civic Culture - Marc Smith
2010-November-8-NIA - Smart Society and Civic Culture - Marc Smith2010-November-8-NIA - Smart Society and Civic Culture - Marc Smith
2010-November-8-NIA - Smart Society and Civic Culture - Marc SmithMarc Smith
 
Efficient Use of Internet and Social Media Tools in Innovation Processes
Efficient Use of Internet and Social Media Tools in Innovation ProcessesEfficient Use of Internet and Social Media Tools in Innovation Processes
Efficient Use of Internet and Social Media Tools in Innovation ProcessesMikko Ahonen
 
The Elusive Nature of Software Documentation
The Elusive Nature of Software DocumentationThe Elusive Nature of Software Documentation
The Elusive Nature of Software DocumentationMargaret-Anne Storey
 
Researching Social Media – Big Data and Social Media Analysis
Researching Social Media – Big Data and Social Media AnalysisResearching Social Media – Big Data and Social Media Analysis
Researching Social Media – Big Data and Social Media AnalysisFarida Vis
 
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
 
Knowledge Management and Open Data for Innovation
Knowledge Management and Open Data for InnovationKnowledge Management and Open Data for Innovation
Knowledge Management and Open Data for InnovationJeanne Holm
 
Citizen Sensor Data Mining, Social Media Analytics and Applications
Citizen Sensor Data Mining, Social Media Analytics and ApplicationsCitizen Sensor Data Mining, Social Media Analytics and Applications
Citizen Sensor Data Mining, Social Media Analytics and ApplicationsAmit Sheth
 
Emergent MEDIA, NEXT GEN THINKING
Emergent MEDIA, NEXT GEN THINKINGEmergent MEDIA, NEXT GEN THINKING
Emergent MEDIA, NEXT GEN THINKINGAnn DeMarle
 
Leveraging networks for improved performance
Leveraging networks for improved performanceLeveraging networks for improved performance
Leveraging networks for improved performanceRobin Teigland
 
Lida change-reference-abels
Lida change-reference-abelsLida change-reference-abels
Lida change-reference-abelsfpehar
 
Crowdsourced biological science - edinburgh
Crowdsourced biological science - edinburghCrowdsourced biological science - edinburgh
Crowdsourced biological science - edinburghErinma Ochu
 
Data Science and AI in Biomedicine: The World has Changed
Data Science and AI in Biomedicine: The World has ChangedData Science and AI in Biomedicine: The World has Changed
Data Science and AI in Biomedicine: The World has ChangedPhilip Bourne
 
Building an Equitable Tech Future - By ThoughtWorks Brisbane
Building an Equitable Tech Future - By ThoughtWorks BrisbaneBuilding an Equitable Tech Future - By ThoughtWorks Brisbane
Building an Equitable Tech Future - By ThoughtWorks BrisbaneThoughtworks
 

Ähnlich wie Methods and Tools for Facilitating Social Participation (20)

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
 
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
 
Ben Sheniderman, Technology-Mediated Social Computing
Ben Sheniderman, Technology-Mediated Social ComputingBen Sheniderman, Technology-Mediated Social Computing
Ben Sheniderman, Technology-Mediated Social Computing
 
Open Grid Forum workshop on Social Networks, Semantic Grids and Web
Open Grid Forum workshop on Social Networks, Semantic Grids and WebOpen Grid Forum workshop on Social Networks, Semantic Grids and Web
Open Grid Forum workshop on Social Networks, Semantic Grids and Web
 
An Introduction to NodeXL for Social Scientists
An Introduction to NodeXL for Social ScientistsAn Introduction to NodeXL for Social Scientists
An Introduction to NodeXL for Social Scientists
 
2010-November-8-NIA - Smart Society and Civic Culture - Marc Smith
2010-November-8-NIA - Smart Society and Civic Culture - Marc Smith2010-November-8-NIA - Smart Society and Civic Culture - Marc Smith
2010-November-8-NIA - Smart Society and Civic Culture - Marc Smith
 
Efficient Use of Internet and Social Media Tools in Innovation Processes
Efficient Use of Internet and Social Media Tools in Innovation ProcessesEfficient Use of Internet and Social Media Tools in Innovation Processes
Efficient Use of Internet and Social Media Tools in Innovation Processes
 
The Elusive Nature of Software Documentation
The Elusive Nature of Software DocumentationThe Elusive Nature of Software Documentation
The Elusive Nature of Software Documentation
 
Ci4 cg madness
Ci4 cg madnessCi4 cg madness
Ci4 cg madness
 
Researching Social Media – Big Data and Social Media Analysis
Researching Social Media – Big Data and Social Media AnalysisResearching Social Media – Big Data and Social Media Analysis
Researching Social Media – Big Data and Social Media Analysis
 
Information Visualization for Social Network Analysis,
 Information Visualization for Social Network Analysis,  Information Visualization for Social Network Analysis,
Information Visualization for Social Network Analysis,
 
Knowledge Management and Open Data for Innovation
Knowledge Management and Open Data for InnovationKnowledge Management and Open Data for Innovation
Knowledge Management and Open Data for Innovation
 
SN_for_CI
SN_for_CISN_for_CI
SN_for_CI
 
Citizen Sensor Data Mining, Social Media Analytics and Applications
Citizen Sensor Data Mining, Social Media Analytics and ApplicationsCitizen Sensor Data Mining, Social Media Analytics and Applications
Citizen Sensor Data Mining, Social Media Analytics and Applications
 
Emergent MEDIA, NEXT GEN THINKING
Emergent MEDIA, NEXT GEN THINKINGEmergent MEDIA, NEXT GEN THINKING
Emergent MEDIA, NEXT GEN THINKING
 
Leveraging networks for improved performance
Leveraging networks for improved performanceLeveraging networks for improved performance
Leveraging networks for improved performance
 
Lida change-reference-abels
Lida change-reference-abelsLida change-reference-abels
Lida change-reference-abels
 
Crowdsourced biological science - edinburgh
Crowdsourced biological science - edinburghCrowdsourced biological science - edinburgh
Crowdsourced biological science - edinburgh
 
Data Science and AI in Biomedicine: The World has Changed
Data Science and AI in Biomedicine: The World has ChangedData Science and AI in Biomedicine: The World has Changed
Data Science and AI in Biomedicine: The World has Changed
 
Building an Equitable Tech Future - By ThoughtWorks Brisbane
Building an Equitable Tech Future - By ThoughtWorks BrisbaneBuilding an Equitable Tech Future - By ThoughtWorks Brisbane
Building an Equitable Tech Future - By ThoughtWorks Brisbane
 

Mehr von Uniq UI: Usability, UX, and UI design, consulting and training

הקוד האתי של מאפייני חוויית המשתמש - ברק דנין, טל פלורנטין וצוות חוווית משתמש...
הקוד האתי של מאפייני חוויית המשתמש - ברק דנין, טל פלורנטין וצוות חוווית משתמש...הקוד האתי של מאפייני חוויית המשתמש - ברק דנין, טל פלורנטין וצוות חוווית משתמש...
הקוד האתי של מאפייני חוויית המשתמש - ברק דנין, טל פלורנטין וצוות חוווית משתמש...Uniq UI: Usability, UX, and UI design, consulting and training
 

Mehr von Uniq UI: Usability, UX, and UI design, consulting and training (20)

ליאב נדלר, יוניק יו איי - חשיפה הדרגתית - UXI Live 2018
ליאב נדלר, יוניק יו איי - חשיפה הדרגתית - UXI Live 2018ליאב נדלר, יוניק יו איי - חשיפה הדרגתית - UXI Live 2018
ליאב נדלר, יוניק יו איי - חשיפה הדרגתית - UXI Live 2018
 
להיות דון דרייפר - איך מציגים אפיון ועיצוב? ברק דנין
להיות דון דרייפר - איך מציגים אפיון ועיצוב? ברק דניןלהיות דון דרייפר - איך מציגים אפיון ועיצוב? ברק דנין
להיות דון דרייפר - איך מציגים אפיון ועיצוב? ברק דנין
 
איך יוצרים חוויית משתמש מנצחת בעולם ה-Big Data - עודד קלימר
איך יוצרים חוויית משתמש מנצחת בעולם ה-Big Data - עודד קלימראיך יוצרים חוויית משתמש מנצחת בעולם ה-Big Data - עודד קלימר
איך יוצרים חוויית משתמש מנצחת בעולם ה-Big Data - עודד קלימר
 
Fun on First Click - Workshop Slides - Sebastian Deterding
Fun on First Click - Workshop Slides - Sebastian DeterdingFun on First Click - Workshop Slides - Sebastian Deterding
Fun on First Click - Workshop Slides - Sebastian Deterding
 
Top-Task Analysis - Workshop Slides - Gerry McGovern
Top-Task Analysis - Workshop Slides - Gerry McGovernTop-Task Analysis - Workshop Slides - Gerry McGovern
Top-Task Analysis - Workshop Slides - Gerry McGovern
 
Mapping Experiences workshop at UXI Studio - Chris Risdon
Mapping Experiences workshop at UXI Studio - Chris RisdonMapping Experiences workshop at UXI Studio - Chris Risdon
Mapping Experiences workshop at UXI Studio - Chris Risdon
 
Designing for Touch... and Beyond - Josh Clark
Designing for Touch... and Beyond - Josh ClarkDesigning for Touch... and Beyond - Josh Clark
Designing for Touch... and Beyond - Josh Clark
 
The Creativity (R)Evolution - Denise Jacobs
The Creativity (R)Evolution - Denise JacobsThe Creativity (R)Evolution - Denise Jacobs
The Creativity (R)Evolution - Denise Jacobs
 
This Stupidly Simple Trick Helped These Sites Multiply Their Clickrates - Des...
This Stupidly Simple Trick Helped These Sites Multiply Their Clickrates - Des...This Stupidly Simple Trick Helped These Sites Multiply Their Clickrates - Des...
This Stupidly Simple Trick Helped These Sites Multiply Their Clickrates - Des...
 
WTF Wearables?! - Liza Kindred
WTF Wearables?! - Liza KindredWTF Wearables?! - Liza Kindred
WTF Wearables?! - Liza Kindred
 
Orchestrating Touchpoints - Chris Risdon
Orchestrating Touchpoints - Chris RisdonOrchestrating Touchpoints - Chris Risdon
Orchestrating Touchpoints - Chris Risdon
 
Top Tasks: Making it Easier to Prioritize - Gerry McGovern
Top Tasks: Making it Easier to Prioritize - Gerry McGovernTop Tasks: Making it Easier to Prioritize - Gerry McGovern
Top Tasks: Making it Easier to Prioritize - Gerry McGovern
 
Understanding Web Design - Jeffrey Zeldman
Understanding Web Design - Jeffrey ZeldmanUnderstanding Web Design - Jeffrey Zeldman
Understanding Web Design - Jeffrey Zeldman
 
Mind the Gap: Designing the Space Between Devices - Josh Clark at UXI Studio
Mind the Gap: Designing the Space Between Devices - Josh Clark at UXI StudioMind the Gap: Designing the Space Between Devices - Josh Clark at UXI Studio
Mind the Gap: Designing the Space Between Devices - Josh Clark at UXI Studio
 
Omer Milwidskey - UX and Content startegy
Omer Milwidskey - UX and Content startegyOmer Milwidskey - UX and Content startegy
Omer Milwidskey - UX and Content startegy
 
How we let our product design itself - Shmuli Goldberg, Feedvisor
How we let our product design itself - Shmuli Goldberg, Feedvisor How we let our product design itself - Shmuli Goldberg, Feedvisor
How we let our product design itself - Shmuli Goldberg, Feedvisor
 
Futuristic UX in Film - Barak Danin + Vitaly Mijiritsky (Hebrew)
Futuristic UX in Film - Barak Danin + Vitaly Mijiritsky (Hebrew)Futuristic UX in Film - Barak Danin + Vitaly Mijiritsky (Hebrew)
Futuristic UX in Film - Barak Danin + Vitaly Mijiritsky (Hebrew)
 
Experience Leadership - UXI Live 2012
Experience Leadership - UXI Live 2012Experience Leadership - UXI Live 2012
Experience Leadership - UXI Live 2012
 
הקוד האתי של מאפייני חוויית המשתמש - ברק דנין, טל פלורנטין וצוות חוווית משתמש...
הקוד האתי של מאפייני חוויית המשתמש - ברק דנין, טל פלורנטין וצוות חוווית משתמש...הקוד האתי של מאפייני חוויית המשתמש - ברק דנין, טל פלורנטין וצוות חוווית משתמש...
הקוד האתי של מאפייני חוויית המשתמש - ברק דנין, טל פלורנטין וצוות חוווית משתמש...
 
Sponsorship options - UXI Live 2012 (heb)
Sponsorship options - UXI Live 2012 (heb)Sponsorship options - UXI Live 2012 (heb)
Sponsorship options - UXI Live 2012 (heb)
 

Kürzlich hochgeladen

➥🔝 7737669865 🔝▻ dharamshala Call-girls in Women Seeking Men 🔝dharamshala🔝 ...
➥🔝 7737669865 🔝▻ dharamshala Call-girls in Women Seeking Men  🔝dharamshala🔝  ...➥🔝 7737669865 🔝▻ dharamshala Call-girls in Women Seeking Men  🔝dharamshala🔝  ...
➥🔝 7737669865 🔝▻ dharamshala Call-girls in Women Seeking Men 🔝dharamshala🔝 ...amitlee9823
 
Peaches App development presentation deck
Peaches App development presentation deckPeaches App development presentation deck
Peaches App development presentation decktbatkhuu1
 
一比一定(购)卡尔顿大学毕业证(CU毕业证)成绩单学位证
一比一定(购)卡尔顿大学毕业证(CU毕业证)成绩单学位证一比一定(购)卡尔顿大学毕业证(CU毕业证)成绩单学位证
一比一定(购)卡尔顿大学毕业证(CU毕业证)成绩单学位证wpkuukw
 
AMBER GRAIN EMBROIDERY | Growing folklore elements | Root-based materials, w...
AMBER GRAIN EMBROIDERY | Growing folklore elements |  Root-based materials, w...AMBER GRAIN EMBROIDERY | Growing folklore elements |  Root-based materials, w...
AMBER GRAIN EMBROIDERY | Growing folklore elements | Root-based materials, w...BarusRa
 
8377087607, Door Step Call Girls In Kalkaji (Locanto) 24/7 Available
8377087607, Door Step Call Girls In Kalkaji (Locanto) 24/7 Available8377087607, Door Step Call Girls In Kalkaji (Locanto) 24/7 Available
8377087607, Door Step Call Girls In Kalkaji (Locanto) 24/7 Availabledollysharma2066
 
call girls in Dakshinpuri (DELHI) 🔝 >༒9953056974 🔝 genuine Escort Service 🔝✔️✔️
call girls in Dakshinpuri  (DELHI) 🔝 >༒9953056974 🔝 genuine Escort Service 🔝✔️✔️call girls in Dakshinpuri  (DELHI) 🔝 >༒9953056974 🔝 genuine Escort Service 🔝✔️✔️
call girls in Dakshinpuri (DELHI) 🔝 >༒9953056974 🔝 genuine Escort Service 🔝✔️✔️9953056974 Low Rate Call Girls In Saket, Delhi NCR
 
Sector 105, Noida Call girls :8448380779 Model Escorts | 100% verified
Sector 105, Noida Call girls :8448380779 Model Escorts | 100% verifiedSector 105, Noida Call girls :8448380779 Model Escorts | 100% verified
Sector 105, Noida Call girls :8448380779 Model Escorts | 100% verifiedDelhi Call girls
 
Escorts Service Nagavara ☎ 7737669865☎ Book Your One night Stand (Bangalore)
Escorts Service Nagavara ☎ 7737669865☎ Book Your One night Stand (Bangalore)Escorts Service Nagavara ☎ 7737669865☎ Book Your One night Stand (Bangalore)
Escorts Service Nagavara ☎ 7737669865☎ Book Your One night Stand (Bangalore)amitlee9823
 
Jordan_Amanda_DMBS202404_PB1_2024-04.pdf
Jordan_Amanda_DMBS202404_PB1_2024-04.pdfJordan_Amanda_DMBS202404_PB1_2024-04.pdf
Jordan_Amanda_DMBS202404_PB1_2024-04.pdfamanda2495
 
Top Rated Pune Call Girls Koregaon Park ⟟ 6297143586 ⟟ Call Me For Genuine S...
Top Rated  Pune Call Girls Koregaon Park ⟟ 6297143586 ⟟ Call Me For Genuine S...Top Rated  Pune Call Girls Koregaon Park ⟟ 6297143586 ⟟ Call Me For Genuine S...
Top Rated Pune Call Girls Koregaon Park ⟟ 6297143586 ⟟ Call Me For Genuine S...Call Girls in Nagpur High Profile
 
Vip Mumbai Call Girls Bandra West Call On 9920725232 With Body to body massag...
Vip Mumbai Call Girls Bandra West Call On 9920725232 With Body to body massag...Vip Mumbai Call Girls Bandra West Call On 9920725232 With Body to body massag...
Vip Mumbai Call Girls Bandra West Call On 9920725232 With Body to body massag...amitlee9823
 
怎样办理伯明翰大学学院毕业证(Birmingham毕业证书)成绩单留信认证
怎样办理伯明翰大学学院毕业证(Birmingham毕业证书)成绩单留信认证怎样办理伯明翰大学学院毕业证(Birmingham毕业证书)成绩单留信认证
怎样办理伯明翰大学学院毕业证(Birmingham毕业证书)成绩单留信认证eeanqy
 
Real service provider college girl Mira Road 8976425520
Real service provider college girl Mira Road 8976425520Real service provider college girl Mira Road 8976425520
Real service provider college girl Mira Road 8976425520modelanjalisharma4
 
HiFi Call Girl Service Delhi Phone ☞ 9899900591 ☜ Escorts Service at along wi...
HiFi Call Girl Service Delhi Phone ☞ 9899900591 ☜ Escorts Service at along wi...HiFi Call Girl Service Delhi Phone ☞ 9899900591 ☜ Escorts Service at along wi...
HiFi Call Girl Service Delhi Phone ☞ 9899900591 ☜ Escorts Service at along wi...poojakaurpk09
 
💫✅jodhpur 24×7 BEST GENUINE PERSON LOW PRICE CALL GIRL SERVICE FULL SATISFACT...
💫✅jodhpur 24×7 BEST GENUINE PERSON LOW PRICE CALL GIRL SERVICE FULL SATISFACT...💫✅jodhpur 24×7 BEST GENUINE PERSON LOW PRICE CALL GIRL SERVICE FULL SATISFACT...
💫✅jodhpur 24×7 BEST GENUINE PERSON LOW PRICE CALL GIRL SERVICE FULL SATISFACT...sonalitrivedi431
 
How to Build a Simple Shopify Website
How to Build a Simple Shopify WebsiteHow to Build a Simple Shopify Website
How to Build a Simple Shopify Websitemark11275
 
Abortion pill for sale in Muscat (+918761049707)) Get Cytotec Cash on deliver...
Abortion pill for sale in Muscat (+918761049707)) Get Cytotec Cash on deliver...Abortion pill for sale in Muscat (+918761049707)) Get Cytotec Cash on deliver...
Abortion pill for sale in Muscat (+918761049707)) Get Cytotec Cash on deliver...instagramfab782445
 
call girls in Vasundhra (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝...
call girls in Vasundhra (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝...call girls in Vasundhra (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝...
call girls in Vasundhra (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝...Delhi Call girls
 
VIP Model Call Girls Kalyani Nagar ( Pune ) Call ON 8005736733 Starting From ...
VIP Model Call Girls Kalyani Nagar ( Pune ) Call ON 8005736733 Starting From ...VIP Model Call Girls Kalyani Nagar ( Pune ) Call ON 8005736733 Starting From ...
VIP Model Call Girls Kalyani Nagar ( Pune ) Call ON 8005736733 Starting From ...SUHANI PANDEY
 

Kürzlich hochgeladen (20)

➥🔝 7737669865 🔝▻ dharamshala Call-girls in Women Seeking Men 🔝dharamshala🔝 ...
➥🔝 7737669865 🔝▻ dharamshala Call-girls in Women Seeking Men  🔝dharamshala🔝  ...➥🔝 7737669865 🔝▻ dharamshala Call-girls in Women Seeking Men  🔝dharamshala🔝  ...
➥🔝 7737669865 🔝▻ dharamshala Call-girls in Women Seeking Men 🔝dharamshala🔝 ...
 
Peaches App development presentation deck
Peaches App development presentation deckPeaches App development presentation deck
Peaches App development presentation deck
 
一比一定(购)卡尔顿大学毕业证(CU毕业证)成绩单学位证
一比一定(购)卡尔顿大学毕业证(CU毕业证)成绩单学位证一比一定(购)卡尔顿大学毕业证(CU毕业证)成绩单学位证
一比一定(购)卡尔顿大学毕业证(CU毕业证)成绩单学位证
 
AMBER GRAIN EMBROIDERY | Growing folklore elements | Root-based materials, w...
AMBER GRAIN EMBROIDERY | Growing folklore elements |  Root-based materials, w...AMBER GRAIN EMBROIDERY | Growing folklore elements |  Root-based materials, w...
AMBER GRAIN EMBROIDERY | Growing folklore elements | Root-based materials, w...
 
8377087607, Door Step Call Girls In Kalkaji (Locanto) 24/7 Available
8377087607, Door Step Call Girls In Kalkaji (Locanto) 24/7 Available8377087607, Door Step Call Girls In Kalkaji (Locanto) 24/7 Available
8377087607, Door Step Call Girls In Kalkaji (Locanto) 24/7 Available
 
call girls in Dakshinpuri (DELHI) 🔝 >༒9953056974 🔝 genuine Escort Service 🔝✔️✔️
call girls in Dakshinpuri  (DELHI) 🔝 >༒9953056974 🔝 genuine Escort Service 🔝✔️✔️call girls in Dakshinpuri  (DELHI) 🔝 >༒9953056974 🔝 genuine Escort Service 🔝✔️✔️
call girls in Dakshinpuri (DELHI) 🔝 >༒9953056974 🔝 genuine Escort Service 🔝✔️✔️
 
Sector 105, Noida Call girls :8448380779 Model Escorts | 100% verified
Sector 105, Noida Call girls :8448380779 Model Escorts | 100% verifiedSector 105, Noida Call girls :8448380779 Model Escorts | 100% verified
Sector 105, Noida Call girls :8448380779 Model Escorts | 100% verified
 
Escorts Service Nagavara ☎ 7737669865☎ Book Your One night Stand (Bangalore)
Escorts Service Nagavara ☎ 7737669865☎ Book Your One night Stand (Bangalore)Escorts Service Nagavara ☎ 7737669865☎ Book Your One night Stand (Bangalore)
Escorts Service Nagavara ☎ 7737669865☎ Book Your One night Stand (Bangalore)
 
Abortion Pills in Oman (+918133066128) Cytotec clinic buy Oman Muscat
Abortion Pills in Oman (+918133066128) Cytotec clinic buy Oman MuscatAbortion Pills in Oman (+918133066128) Cytotec clinic buy Oman Muscat
Abortion Pills in Oman (+918133066128) Cytotec clinic buy Oman Muscat
 
Jordan_Amanda_DMBS202404_PB1_2024-04.pdf
Jordan_Amanda_DMBS202404_PB1_2024-04.pdfJordan_Amanda_DMBS202404_PB1_2024-04.pdf
Jordan_Amanda_DMBS202404_PB1_2024-04.pdf
 
Top Rated Pune Call Girls Koregaon Park ⟟ 6297143586 ⟟ Call Me For Genuine S...
Top Rated  Pune Call Girls Koregaon Park ⟟ 6297143586 ⟟ Call Me For Genuine S...Top Rated  Pune Call Girls Koregaon Park ⟟ 6297143586 ⟟ Call Me For Genuine S...
Top Rated Pune Call Girls Koregaon Park ⟟ 6297143586 ⟟ Call Me For Genuine S...
 
Vip Mumbai Call Girls Bandra West Call On 9920725232 With Body to body massag...
Vip Mumbai Call Girls Bandra West Call On 9920725232 With Body to body massag...Vip Mumbai Call Girls Bandra West Call On 9920725232 With Body to body massag...
Vip Mumbai Call Girls Bandra West Call On 9920725232 With Body to body massag...
 
怎样办理伯明翰大学学院毕业证(Birmingham毕业证书)成绩单留信认证
怎样办理伯明翰大学学院毕业证(Birmingham毕业证书)成绩单留信认证怎样办理伯明翰大学学院毕业证(Birmingham毕业证书)成绩单留信认证
怎样办理伯明翰大学学院毕业证(Birmingham毕业证书)成绩单留信认证
 
Real service provider college girl Mira Road 8976425520
Real service provider college girl Mira Road 8976425520Real service provider college girl Mira Road 8976425520
Real service provider college girl Mira Road 8976425520
 
HiFi Call Girl Service Delhi Phone ☞ 9899900591 ☜ Escorts Service at along wi...
HiFi Call Girl Service Delhi Phone ☞ 9899900591 ☜ Escorts Service at along wi...HiFi Call Girl Service Delhi Phone ☞ 9899900591 ☜ Escorts Service at along wi...
HiFi Call Girl Service Delhi Phone ☞ 9899900591 ☜ Escorts Service at along wi...
 
💫✅jodhpur 24×7 BEST GENUINE PERSON LOW PRICE CALL GIRL SERVICE FULL SATISFACT...
💫✅jodhpur 24×7 BEST GENUINE PERSON LOW PRICE CALL GIRL SERVICE FULL SATISFACT...💫✅jodhpur 24×7 BEST GENUINE PERSON LOW PRICE CALL GIRL SERVICE FULL SATISFACT...
💫✅jodhpur 24×7 BEST GENUINE PERSON LOW PRICE CALL GIRL SERVICE FULL SATISFACT...
 
How to Build a Simple Shopify Website
How to Build a Simple Shopify WebsiteHow to Build a Simple Shopify Website
How to Build a Simple Shopify Website
 
Abortion pill for sale in Muscat (+918761049707)) Get Cytotec Cash on deliver...
Abortion pill for sale in Muscat (+918761049707)) Get Cytotec Cash on deliver...Abortion pill for sale in Muscat (+918761049707)) Get Cytotec Cash on deliver...
Abortion pill for sale in Muscat (+918761049707)) Get Cytotec Cash on deliver...
 
call girls in Vasundhra (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝...
call girls in Vasundhra (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝...call girls in Vasundhra (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝...
call girls in Vasundhra (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝...
 
VIP Model Call Girls Kalyani Nagar ( Pune ) Call ON 8005736733 Starting From ...
VIP Model Call Girls Kalyani Nagar ( Pune ) Call ON 8005736733 Starting From ...VIP Model Call Girls Kalyani Nagar ( Pune ) Call ON 8005736733 Starting From ...
VIP Model Call Girls Kalyani Nagar ( Pune ) Call ON 8005736733 Starting From ...
 

Methods and Tools for Facilitating Social Participation

  • 1. Methods and Tools for Facilitating Social Participation Ben Shneiderman ben@cs.umd.edu 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. Information Visualization • Visual bandwidth is enormous • Remarkable perceptual skills • Extensive cognitive facilitation • Discovery • Trend, cluster, gap, outlier... • Comparisons • Presentation • Comprehensible • Memorable
  • 4. Treemap: Smartmoney MarketMap www.smartmoney.com/marketmap
  • 5. Smartmoney.com MarketMap: Steep fall Feb 27, 2007, with one exception smartmoney.com/marketmap
  • 6. Treemap: Newsmap (Marcos Weskamp) newsmap.jp
  • 7. Treemap: Supply Chain www.hivegroup.com
  • 8. Spotfire: Sales Analysis www.spotfire.com
  • 9. Spotfire: Treemap Bond Portfolio Analysis www.spotfire.com
  • 10.
  • 11. 10M - 100M pixels Large displays for single or multiple users
  • 13. Design Issues • Input devices & strategies • Keyboards, pointing devices, voice • Direct manipulation • Menus, forms, commands • Output devices & formats • Screens, windows, color, sound • Text, tables, graphics • Instructions, messages, help • Collaboration & Social Media www.awl.com/DTUI Fifth Edition: 2010 • Help, tutorials, training • Search • Visualization
  • 14. Vision: Social Participation 1) E-commerce & National Priorities • Customer loyalty, community formation • Health, energy, education, e-government 2) Develop Theories of Social Participation • How do social media networks evolve? • How can participation be increased? 3) Provide Technology Infrastructure • Scalable, reliable, universal, manageable • Protect privacy, stop attacks, resolve conflicts
  • 15. Early Steps Informal Gathering College Park, MD, April 2009 Article: Science March 2009 BEN SHNEIDERMAN http://iparticipate.wikispaces.com
  • 16. NSF Workshops: Palo Alto & DC www.tmsp.umd.edu
  • 17. International Efforts Community Informatics Research Network intlsocialparticipation.net
  • 19. Vision: Social Participation 1) E-commerce & National Priorities • Customer loyalty, community formation • Health, energy, education, e-government 2) Develop Theories of Social Participation • How do social media networks evolve? • How can participation be increased? 3) Provide Technology Infrastructure • Scalable, reliable, universal, manageable • Protect privacy, stop attacks, resolve conflicts
  • 20. Network Theories: Evolution models • Random, preferential attachment,… • Monotonic, bursty,… • Power law for degree (hubs & indexes) • Small-world property • Forest fire, spreading activation,… • Matures, decays, fragments, … Watts & Strogatz, Nature 1998; Barabasi, Science 1999, 2009; Newman, Phys. Rev. Letters 2002 Kumar, Novak & Tomkins, KDD2006 Leskovec, Faloutsos & Kleinberg, TKDD2007
  • 21. Network Theories: Social science • Relationships & roles • Strong & weak ties • Motivations: fear, tragedy, guilt,… • Motivations: egoism, altruism, collectivism, principlism • Collective intelligence • Collective action & governance • Social information foraging Moreno, 1938; Granovetter, 1971; Burt, 1987; Ostrom, 1992; Wellman, 1993; Batson, Ahmad & Tseng, 2002; Malone, Laubaucher & Dellarocas, 2009; Pirolli, 2009
  • 22. Network Theories: Stages of participation Wikipedia, Discussion & Reporting • Reader • First-time Contributor (Legitimate Peripheral Participation) • Returning Contributor • Frequent Contributor Preece, Nonnecke & Andrews, CHB2004 Forte & Bruckman, SIGGROUP2005; Hanson, 2008 Porter: Designing for the Social Web, 2008 Vassileva, 2002, 2005; Ling et al., JCMC 2005; Rashid et al., CHI2006
  • 23. From Reader to Leader: Motivating Technology-Mediated Social Participation Collaborator All Users Reader Contributor ` Leader Preece & Shneiderman, AIS Trans. Human-Computer Interaction1 (1), 2009 aisel.aisnet.org/thci/vol1/iss1/5/
  • 24. Strategies for managers Charismatic leader & bottom-up initiatives • Personal contact, viral marketing, 1-to-1 • Appeal to special skills & uniqueness • Engage existing groups • Seed activities to get started
  • 25. Footprints of Human Activity • Footprints in sand as Caesarea
  • 27. SocialAction • Integrates statistics & visualization • 4 case studies, 4-8 weeks (journalist, bibliometrician, terrorist analyst, organizational analyst) • Identified desired features, gave strong positive feedback about benefits of integration www.cs.umd.edu/hcil/socialaction Perer & Shneiderman, CHI2008, IEEE CG&A 2009
  • 28. NodeXL: Network Overview for Discovery & Exploration in Excel www.codeplex.com/nodexl casci.umd.edu/NodeXL_Teaching
  • 29. NodeXL: Network Overview for Discovery & Exploration in Excel www.codeplex.com/nodexl
  • 30. NodeXL: Network Overview for Discovery & Exploration in Excel www.codeplex.com/nodexl
  • 31. NodeXL: Network Overview for Discovery & Exploration in Excel https://wiki.cs.umd.edu/cmsc734_09/index.php?title=Homework_Number_3
  • 32. Wikipedia Discussion Red nodes (most confrontational) are involved in the strongest dyadic ties, and they tend to have the highest out-degree
  • 33. Tweets at #WIN09 Conference: 2 groups
  • 35. Flickr clusters for “mouse” Computer Mickey Animal
  • 36. Flickr commenters on Marc Smith’s pix
  • 37. Spotfire Twitter Community • Size = number of followers • Edge = follows, mentions, retweets • Small, weakly connected • No visible evangelists www.codeplex.com/nodexl/
  • 38. Tableau Twitter Community • Size = number of followers • Edge = follows, mentions, retweets • Moderate sized community well connected. www.codeplex.com/nodexl/
  • 40. Kodak Twitter Community www.codeplex.com/nodexl/
  • 41. Oil Spill Twitter Community www.codeplex.com/nodexl/
  • 42. Iron Man 2 (Movie) Twitter Community
  • 43. CHI2010 Twitter Community www.codeplex.com/nodexl/
  • 44. Figure 7.11. : Lobbying Coalition Network connecting organizations (vertices) that have jointly filed comments on US Federal Communications Commission policies (edges). Vertex Size represents number of filings and color represents Eigenvector Centrality (pink = higher). Darker edges connect organizations with many joint filings. Vertices were originally positioned using Fruchterman- Rheingold and hand-positioned to respect clusters identified by NodeXL’s Find Clusters algorithm.
  • 45. NodeXL: Book & Social Media Research Fnd Social Media Research Foundation smrfoundation.org We are a group of researchers who want to create open tools, generate and host open data, and support open scholarship related to social media.
  • 46. NodeXL: Book & Social Media Research Fnd Social Media Research Foundation smrfoundation.org We are a group of researchers who want to create open tools, generate and host open data, and support open scholarship related to social media. smrfoundation.org
  • 47. Strategy: Take Personal Initiatives Let’s get to work!
  • 48. Technology Infrastructure • Mobile, Desktop, Web, Cloud • 100% uptime, 100% secure • Giga-collabs, Tera-contribs • Universal accessibility & usability • Trust, empathy, responsibility, privacy • Leaders can manage usage • Designers can continuously improve