SlideShare ist ein Scribd-Unternehmen logo
1 von 41
Social and Virtual. - An Analysis Framework for Large Scale Communities Prof. Hendrik Speck University of Applied Sciences Kaiserslautern Commercial Communities Conference.  Technical University of Berlin.  Institute of Sociology. October 30 th  - 31 st  2008 Berlin, Germany
Large Scale Communities
1   Audience and Participants 2  Relational Data 3   Mathematical Models 4   Analytical Framework 5  Processing/Computing Power 6   Computer Mediated Communication 7   Visualization Algorithms 8 Interest/Use Cases 9 Marketing/ Commerce/ Web Services Requirements. Social Network Analysis Social Networks
0 % Critics 50 % 52 % 19% Collectors Joiners Spectators Inactives 33 % 19 % 15 % Web 2.0: Consumer Groups by Activity. United States. 2006. Creators 13% Publish Web page or blog / Upload video to videoportals Comment on blogs / Post ratings and reviews Use RSS / Tag Web pages Use social networking sites Read blogs / Watch videos / Listen to podcasts None of these activities Source: Li, Charlene.  Social Technographics.  Forrester Research. 2007.  Available:  http://www.forrester.com/Research/Document/Excerpt/0,7211,42057,00.html Social Networks
1 Individual/Collective/Network 2  Technology and Algorithms 3  Retrieval of All Relevant Attributes 4  Maintenance of Relationships 5  Merger of Macro and Micro 6  Generic Clustering and Filtering 7  Real Time/ No Direct Feedback 8  Action/Communication vs. Intention 9  Assumed Identity/ Islands/Holes Large Scale Analysis Attributes Social Networks
 
 
Commercial Channels Traffic and Lead Acquisition. Source: Smirnoff Experience. YouTube Channel and Website. 2008. Transition of Attention, Recall, Experience, Brand, Membership, and Buying Impulse.
Brand and Commercial Channels
 
Brand and Commercial Channels
Commercial Channel Network Concentric Marketing. iTunes/Youtube/Facebook. Stanford University. Source: Stanford University at iTunes, YouTube and Facebook. 2008. Attention * Recall * Popularity * Brand * Participation * Insight
Analysis
1. User Information and Interests Social Networks Data Mining. Data Layers. 2. User Generated Content, Interaction 3.  Third Party Associations and Content 4. Access and Connectivity 5.  API's, Beacons, and Data Feeds 6. Merger of Social, Mobile and Local
1.   Account ID 2.   User Name 3.   First Name 4.   Last Name 5.   Academic Title 6.   Academic Degree 7.   Sex/Gender 8.   Birth/Maiden Name 9.   Relationship Status User Identifiers and Attributes. Social Network Analysis. 10.   Sexual Preferences 11.   Birthday 12.   Sign of the Zodiac 13.   Hometown 14.   Country 15.   Time Zone 16.   Political Views 17.   Religious Views Social Networks
18. Address  19. City  20. Zip 21. Country 22. Website  23. Email 24. Mobile Phone  25. Land Phone 26. Fax Contact Information. Social Network Analysis. 27. Skype ID 28. ICQ ID 29. AIM ID 30. Yahoo ID 31. WindowsLive ID 32. GoogleTalk ID 33.   Gadu-Gadu ID Social Networks
34. Status 35. Employer 36. Position/Title 37. Company Website 38. Address 39. City 40. Zip Code 41. State 42. Country Work. Social Network Analysis. 43. Industry 44. Description 45. Wants 46. Haves 47. Time Period From 48. Time Period To 49. Business Organization Social Networks
50. College/University 51. Class Year 52. Attended for 53. Degree 54. College/Graduate School  55. Concentration 56. Second Concentration 57. Third Concentration 58. Degree Education. Social Network Analysis. 59. High School 60. Class Year Social Networks
61. Activities 62. Interests 63. Hobbies 64. Favorite Music  65. Favorite TV Shows 66. Favorite Movies 67. Favorite Books 68. Favorite Quotes 69. About Me Personal Information and Interests. Social Network Analysis. 70. Pictures 71. Uploaded Picture(s) 72. Picture Tags 73. Audio 74. Uploaded Audio 75. Audio Tags 76. Video 77. Uploaded Video(s) 78. Video Tags Social Networks
79. Location 80. Contacts 81. # of Contacts 82. Messages 83. # of Messages 84. Events 85. # of Events 86. Guestbook Entries 87. # of Guestbook Entries Connection and Usage Information. Social Network Analysis. 88. Online Status 89. Login Time 90. Usage 91. IP Address 92. Network 93. Operating System 94. Browser 95. Screen Size 96. Language Social Networks
Types of Data and Analysis Research Method Survey Research Surveys and Interviews Ethographic Research Observations, Field Studies Documentary Research Logfiles, Texts and Archives Social Networks Type of Data  Attribute Ideational Relational Type of Analysis Variable Typological  Network   } Source: Scott, John.  Social Network Analysis.  Sage Publications. 2000. Paperback, ISBN: 0761963391 }
1   User Profiles. (Name, Age, Links, Interests, Hobbies, City, Country, Category) 2   Videos (Headline, Content, Descriptions, Tags, Playlists) 3   Video Comments (Author, Text, Tags, Themes) 4   Ranking of Users and Channels (Views or Subscriptions by Time and Category) 5  Rankings of Videos (Ratings or Views by Time and Category) 6   Interaction (Friends, Subscription, Comments, FollowUps) Youtube. Relational Data. Social Network Analysis Social Networks
Visualization
Betweenness  Centrality Closeness  Centrality Degree  Flow Betweenness Centrality  Centrality Eigenvector  Centralization  Clustering Coefficient  Cohesion  Contagion  Attributes and Quantities. Social Network Analysis. Density  Integration  Path Length  Radiality  Reach  Structural Equivalence  Structural Hole  Islands Social Networks
Inflow. Social Network Analysis. 2003. Social Networks Source: Valdis Krebs and David Krackhardt.  Inflow/   Kite Network.  2003, Available:  http://www.orgnet.com/sna.html
Degrees/Centrality, Closeness, and Betweeness. Social Network Analysis.  Social Networks Closeness Betweeness Degrees/Centrality
Visualisation of Gender, Relationships, Status, and Age Social Networks
Weight/ Direction/ Intensity of Relationships Social Networks
 
 
Gender Distribution in Percent and Age. StudiVZ. 2006/2008. Analysis Source: Hagen Fritsch.  StudiVZ. Inoffizielle Statistikpräsentation.  December 2006, Available:  http://studivz.irgendwo.org/   and University of Applied Sciences Kaiserslautern.  Analysis of Large Scale Communities.  January 2008 5 2.5 7.5 10 15 2006 0 2006 Total  2006 12.5 2008 2008 Total  2008
5 Male. Relationship Status in Percent and Age. StudiVz. 2008. Analysis Source: University of Applied Sciences Kaiserslautern.  Analysis of Large Scale Communities.  January 2008 2.5 0 Romance Open Relationship No Data In Relationship Married Single
5 Female. Relationship Status in Percent and Age. StudiVz. 2008. Analysis Source: University of Applied Sciences Kaiserslautern.  Analysis of Large Scale Communities.  January 2008 2.5 0 Romance Open Relationship No Data In Relationship Married Single
 
 
 
Die Lokalisten. Social Network. 2007. Social Network Analysis Source: Heinen, Felix. Datenvisualisierung eines sozialen Netzwerks. Die Lokalisten.  University of Applied Sciences Nürnberg.  Diploma Thesis. 2007, Available:  http://www.felixheinen.de/020.html
Die Lokalisten. Social Network. 2007. Social Network Analysis Source: Heinen, Felix. Datenvisualisierung eines sozialen Netzwerks. Die Lokalisten.  University of Applied Sciences Nürnberg.  Diploma Thesis. 2007, Available:  http://www.felixheinen.de/020.html
End
Thank you for your attention. I will gladly answer your questions. Prof. Hendrik Speck  contact (at) hendrikspeck [dot] com University of Applied Sciences Kaiserslautern Information Architecture Lab Amerikastrasse  1 66482  Zweibrücken Tel:  +49 6332 914 360 Skype: hendrikspeck Conclusion Contact Information
License Information. You are free to share (to copy, distribute and transmit the work) and to remix (to adapt the work) under the following conditions: Attribution. (You must attribute the work in the manner specified by the author or licensor but not in any way that suggests that they endorse you or your use of the work) Share Alike. (If you alter, transform, or build upon this work, you may distribute the resulting work only under the same, similar or a compatible license.) Conclusion Attribution-ShareAlike 3.0 Unported. License Information.

Weitere ähnliche Inhalte

Was ist angesagt?

20151001 charles university prague - marc smith - node xl-picturing political...
20151001 charles university prague - marc smith - node xl-picturing political...20151001 charles university prague - marc smith - node xl-picturing political...
20151001 charles university prague - marc smith - node xl-picturing political...Marc Smith
 
Science and Social Media: The Importance of Being Online
Science and Social Media: The Importance of Being OnlineScience and Social Media: The Importance of Being Online
Science and Social Media: The Importance of Being OnlineChristie Wilcox
 
2013 passbac-marc smith-node xl-sna-social media-formatted
2013 passbac-marc smith-node xl-sna-social media-formatted2013 passbac-marc smith-node xl-sna-social media-formatted
2013 passbac-marc smith-node xl-sna-social media-formattedMarc Smith
 
Personal Digital Archiving 2011 - Charting Collections of Connections in Soci...
Personal Digital Archiving 2011 - Charting Collections of Connections in Soci...Personal Digital Archiving 2011 - Charting Collections of Connections in Soci...
Personal Digital Archiving 2011 - Charting Collections of Connections in Soci...Marc Smith
 
Social Networking Technologies
Social Networking TechnologiesSocial Networking Technologies
Social Networking TechnologiesJason Rhode
 
Social Media for Scientists
Social Media for ScientistsSocial Media for Scientists
Social Media for Scientists3rhinomedia
 
Week 7: Privacy-rev2013
Week 7:  Privacy-rev2013Week 7:  Privacy-rev2013
Week 7: Privacy-rev2013Ray Brannon
 
Socialmediaandethics 111104203630-phpapp02
Socialmediaandethics 111104203630-phpapp02Socialmediaandethics 111104203630-phpapp02
Socialmediaandethics 111104203630-phpapp02paatriiii
 
Linking research with social media
Linking research with social mediaLinking research with social media
Linking research with social mediaAnne Osterrieder
 
The State of Social Media (and How to Use It and Not Lose Your Job)
The State of Social Media (and How to Use It and Not Lose Your Job)The State of Social Media (and How to Use It and Not Lose Your Job)
The State of Social Media (and How to Use It and Not Lose Your Job)Andrew Krzmarzick
 
The Benefits and Barriers for Social Media for Scientists
The Benefits and Barriers for Social Media for ScientistsThe Benefits and Barriers for Social Media for Scientists
The Benefits and Barriers for Social Media for ScientistsCraig McClain
 
Professor Hendrik Speck - Social and Beyond. Zurich University of the Arts. I...
Professor Hendrik Speck - Social and Beyond. Zurich University of the Arts. I...Professor Hendrik Speck - Social and Beyond. Zurich University of the Arts. I...
Professor Hendrik Speck - Social and Beyond. Zurich University of the Arts. I...Hendrik Speck
 
How to drink from a fire hose
How to drink from a fire hoseHow to drink from a fire hose
How to drink from a fire hoseAnne Adrian
 
Outreach Through Social Media | Ocean Sciences 2014
Outreach Through Social Media | Ocean Sciences 2014Outreach Through Social Media | Ocean Sciences 2014
Outreach Through Social Media | Ocean Sciences 2014Christie Wilcox
 
Social Media Web Marketing Nov 2009 Wk2
Social Media Web Marketing Nov 2009 Wk2Social Media Web Marketing Nov 2009 Wk2
Social Media Web Marketing Nov 2009 Wk2PCM creative
 
Credibility, Identity Resolution, Privacy, and Policing in Online Social Media
Credibility, Identity Resolution, Privacy, and Policing in Online Social MediaCredibility, Identity Resolution, Privacy, and Policing in Online Social Media
Credibility, Identity Resolution, Privacy, and Policing in Online Social MediaIIIT Hyderabad
 
Keynote at 4th International Symposium on Secuirty in Computing at Communicat...
Keynote at 4th International Symposium on Secuirty in Computing at Communicat...Keynote at 4th International Symposium on Secuirty in Computing at Communicat...
Keynote at 4th International Symposium on Secuirty in Computing at Communicat...IIIT Hyderabad
 

Was ist angesagt? (20)

20151001 charles university prague - marc smith - node xl-picturing political...
20151001 charles university prague - marc smith - node xl-picturing political...20151001 charles university prague - marc smith - node xl-picturing political...
20151001 charles university prague - marc smith - node xl-picturing political...
 
Science and Social Media: The Importance of Being Online
Science and Social Media: The Importance of Being OnlineScience and Social Media: The Importance of Being Online
Science and Social Media: The Importance of Being Online
 
2013 passbac-marc smith-node xl-sna-social media-formatted
2013 passbac-marc smith-node xl-sna-social media-formatted2013 passbac-marc smith-node xl-sna-social media-formatted
2013 passbac-marc smith-node xl-sna-social media-formatted
 
Personal Digital Archiving 2011 - Charting Collections of Connections in Soci...
Personal Digital Archiving 2011 - Charting Collections of Connections in Soci...Personal Digital Archiving 2011 - Charting Collections of Connections in Soci...
Personal Digital Archiving 2011 - Charting Collections of Connections in Soci...
 
Social Networking Technologies
Social Networking TechnologiesSocial Networking Technologies
Social Networking Technologies
 
Social Media for Scientists
Social Media for ScientistsSocial Media for Scientists
Social Media for Scientists
 
Week 7: Privacy-rev2013
Week 7:  Privacy-rev2013Week 7:  Privacy-rev2013
Week 7: Privacy-rev2013
 
Socialmediaandethics 111104203630-phpapp02
Socialmediaandethics 111104203630-phpapp02Socialmediaandethics 111104203630-phpapp02
Socialmediaandethics 111104203630-phpapp02
 
Social Dynamics of the Internet
Social Dynamics of the InternetSocial Dynamics of the Internet
Social Dynamics of the Internet
 
Linking research with social media
Linking research with social mediaLinking research with social media
Linking research with social media
 
The State of Social Media (and How to Use It and Not Lose Your Job)
The State of Social Media (and How to Use It and Not Lose Your Job)The State of Social Media (and How to Use It and Not Lose Your Job)
The State of Social Media (and How to Use It and Not Lose Your Job)
 
The Benefits and Barriers for Social Media for Scientists
The Benefits and Barriers for Social Media for ScientistsThe Benefits and Barriers for Social Media for Scientists
The Benefits and Barriers for Social Media for Scientists
 
Professor Hendrik Speck - Social and Beyond. Zurich University of the Arts. I...
Professor Hendrik Speck - Social and Beyond. Zurich University of the Arts. I...Professor Hendrik Speck - Social and Beyond. Zurich University of the Arts. I...
Professor Hendrik Speck - Social and Beyond. Zurich University of the Arts. I...
 
How to drink from a fire hose
How to drink from a fire hoseHow to drink from a fire hose
How to drink from a fire hose
 
Outreach Through Social Media | Ocean Sciences 2014
Outreach Through Social Media | Ocean Sciences 2014Outreach Through Social Media | Ocean Sciences 2014
Outreach Through Social Media | Ocean Sciences 2014
 
Ict detroit 2016
Ict detroit 2016Ict detroit 2016
Ict detroit 2016
 
Social Media Web Marketing Nov 2009 Wk2
Social Media Web Marketing Nov 2009 Wk2Social Media Web Marketing Nov 2009 Wk2
Social Media Web Marketing Nov 2009 Wk2
 
Credibility, Identity Resolution, Privacy, and Policing in Online Social Media
Credibility, Identity Resolution, Privacy, and Policing in Online Social MediaCredibility, Identity Resolution, Privacy, and Policing in Online Social Media
Credibility, Identity Resolution, Privacy, and Policing in Online Social Media
 
Smbc pacom-2
Smbc pacom-2Smbc pacom-2
Smbc pacom-2
 
Keynote at 4th International Symposium on Secuirty in Computing at Communicat...
Keynote at 4th International Symposium on Secuirty in Computing at Communicat...Keynote at 4th International Symposium on Secuirty in Computing at Communicat...
Keynote at 4th International Symposium on Secuirty in Computing at Communicat...
 

Andere mochten auch

Youth Research History
Youth Research HistoryYouth Research History
Youth Research HistoryYouth Studies
 
Sensemaking of social network analysis for the study of learning
Sensemaking of social network analysis for the study of learningSensemaking of social network analysis for the study of learning
Sensemaking of social network analysis for the study of learningDragan Gasevic
 
Reading and writing ones network: Multidiscursive identity practices
Reading and writing ones network: Multidiscursive identity practicesReading and writing ones network: Multidiscursive identity practices
Reading and writing ones network: Multidiscursive identity practicesFleur Prinsen
 
An Introduction to Social Network Analysis and Its Application in Software En...
An Introduction to Social Network Analysis and Its Application in Software En...An Introduction to Social Network Analysis and Its Application in Software En...
An Introduction to Social Network Analysis and Its Application in Software En...PUCRS University
 
What Is Important About Cop Concept And Framework
What Is Important About Cop   Concept And FrameworkWhat Is Important About Cop   Concept And Framework
What Is Important About Cop Concept And FrameworkKnowledge Communities
 
An ‘open source’ networked identity - Slides from Youth 2.0
An ‘open source’ networked identity - Slides from Youth 2.0 An ‘open source’ networked identity - Slides from Youth 2.0
An ‘open source’ networked identity - Slides from Youth 2.0 Malene Charlotte Larsen
 
Developing & sustaining communities of practice
Developing  & sustaining communities of practiceDeveloping  & sustaining communities of practice
Developing & sustaining communities of practice2016
 
A Roadmap to Building Online Community
A Roadmap to Building Online CommunityA Roadmap to Building Online Community
A Roadmap to Building Online CommunityLeader Networks
 
P&g global tribing
P&g global tribingP&g global tribing
P&g global tribinglucymark
 
Introduction to Social Network Analysis
Introduction to Social Network AnalysisIntroduction to Social Network Analysis
Introduction to Social Network AnalysisPremsankar Chakkingal
 
Online Communities: Moderation & Governance
Online Communities: Moderation & GovernanceOnline Communities: Moderation & Governance
Online Communities: Moderation & GovernanceQuiip
 

Andere mochten auch (13)

Youth Research History
Youth Research HistoryYouth Research History
Youth Research History
 
Sensemaking of social network analysis for the study of learning
Sensemaking of social network analysis for the study of learningSensemaking of social network analysis for the study of learning
Sensemaking of social network analysis for the study of learning
 
Reading and writing ones network: Multidiscursive identity practices
Reading and writing ones network: Multidiscursive identity practicesReading and writing ones network: Multidiscursive identity practices
Reading and writing ones network: Multidiscursive identity practices
 
An Introduction to Social Network Analysis and Its Application in Software En...
An Introduction to Social Network Analysis and Its Application in Software En...An Introduction to Social Network Analysis and Its Application in Software En...
An Introduction to Social Network Analysis and Its Application in Software En...
 
What Is Important About Cop Concept And Framework
What Is Important About Cop   Concept And FrameworkWhat Is Important About Cop   Concept And Framework
What Is Important About Cop Concept And Framework
 
An ‘open source’ networked identity - Slides from Youth 2.0
An ‘open source’ networked identity - Slides from Youth 2.0 An ‘open source’ networked identity - Slides from Youth 2.0
An ‘open source’ networked identity - Slides from Youth 2.0
 
Youth, Identity, and Digital Media
Youth, Identity, and Digital MediaYouth, Identity, and Digital Media
Youth, Identity, and Digital Media
 
Developing & sustaining communities of practice
Developing  & sustaining communities of practiceDeveloping  & sustaining communities of practice
Developing & sustaining communities of practice
 
A Roadmap to Building Online Community
A Roadmap to Building Online CommunityA Roadmap to Building Online Community
A Roadmap to Building Online Community
 
P&g global tribing
P&g global tribingP&g global tribing
P&g global tribing
 
Introduction to Social Network Analysis
Introduction to Social Network AnalysisIntroduction to Social Network Analysis
Introduction to Social Network Analysis
 
Online Communities: Moderation & Governance
Online Communities: Moderation & GovernanceOnline Communities: Moderation & Governance
Online Communities: Moderation & Governance
 
Social Network Analysis
Social Network AnalysisSocial Network Analysis
Social Network Analysis
 

Ähnlich wie Professor Hendrik Speck - Social and Virtual. - An Analysis Framework for Large Scale Communities. Commercial Communities Conference. Technical University of Berlin. Institute of Sociology. 2008

Prof. Hendrik Speck - Social Network Analysis
Prof. Hendrik Speck - Social Network AnalysisProf. Hendrik Speck - Social Network Analysis
Prof. Hendrik Speck - Social Network AnalysisHendrik Speck
 
Netnography online course part 1 of 3 17 november 2016
Netnography online course part 1 of 3 17 november 2016Netnography online course part 1 of 3 17 november 2016
Netnography online course part 1 of 3 17 november 2016suresh sood
 
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
 
Computational methods for intelligent matchmaking for knowledge work
Computational methods for intelligent matchmaking for knowledge workComputational methods for intelligent matchmaking for knowledge work
Computational methods for intelligent matchmaking for knowledge workJari Jussila
 
Interlinking semantics, web2.0, and the real-world
Interlinking semantics, web2.0, and the real-worldInterlinking semantics, web2.0, and the real-world
Interlinking semantics, web2.0, and the real-worldThe Open University
 
Social Web .20 Class Week 6: Lightweight Authoring, Blogs, Wikis
Social Web .20 Class Week 6: Lightweight Authoring, Blogs, WikisSocial Web .20 Class Week 6: Lightweight Authoring, Blogs, Wikis
Social Web .20 Class Week 6: Lightweight Authoring, Blogs, WikisShelly D. Farnham, Ph.D.
 
Social Media, Social Science and Research Ethics
Social Media, Social Science and Research EthicsSocial Media, Social Science and Research Ethics
Social Media, Social Science and Research EthicsTheSRAOrg
 
2010 Catalyst Conference - Trends in Social Network Analysis
2010 Catalyst Conference - Trends in Social Network Analysis2010 Catalyst Conference - Trends in Social Network Analysis
2010 Catalyst Conference - Trends in Social Network AnalysisMarc Smith
 
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
 
Il laboratorio aperto: limiti e possibilità dell’uso di Facebook, Twitter e Y...
Il laboratorio aperto: limiti e possibilità dell’uso di Facebook, Twitter e Y...Il laboratorio aperto: limiti e possibilità dell’uso di Facebook, Twitter e Y...
Il laboratorio aperto: limiti e possibilità dell’uso di Facebook, Twitter e Y...Manolo Farci
 
Apprehension of Youth towards Social Networking Sites: Two Sides of a Coin
Apprehension of Youth towards Social Networking Sites: Two Sides of a CoinApprehension of Youth towards Social Networking Sites: Two Sides of a Coin
Apprehension of Youth towards Social Networking Sites: Two Sides of a CoinIJERA Editor
 
Social Networking Sites And Digital Reference Services Version 02
Social  Networking  Sites And  Digital  Reference  Services Version 02Social  Networking  Sites And  Digital  Reference  Services Version 02
Social Networking Sites And Digital Reference Services Version 02Mark-Shane Scale ♞
 
Social Network Sites and Digital Reference Services
Social Network Sites and Digital Reference ServicesSocial Network Sites and Digital Reference Services
Social Network Sites and Digital Reference ServicesMark-Shane Scale ♞
 
Small Worlds Social Graphs Social Media
Small Worlds Social Graphs Social MediaSmall Worlds Social Graphs Social Media
Small Worlds Social Graphs Social Mediasuresh sood
 
Comprehensive Social Media Security Analysis & XKeyscore Espionage Technology
Comprehensive Social Media Security Analysis & XKeyscore Espionage TechnologyComprehensive Social Media Security Analysis & XKeyscore Espionage Technology
Comprehensive Social Media Security Analysis & XKeyscore Espionage TechnologyCSCJournals
 
Social Web 2.0 Class Week 4: Social Networks, Privacy
Social Web 2.0 Class Week 4: Social Networks, PrivacySocial Web 2.0 Class Week 4: Social Networks, Privacy
Social Web 2.0 Class Week 4: Social Networks, PrivacyShelly D. Farnham, Ph.D.
 
A network approach to private forest owner assistance: Theory, models, and p...
A network approach to private forest owner assistance: Theory, models, and p...A network approach to private forest owner assistance: Theory, models, and p...
A network approach to private forest owner assistance: Theory, models, and p...Eli Sagor
 
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
 
Research on language and identity
Research on language and identityResearch on language and identity
Research on language and identityAzmi Latiff
 

Ähnlich wie Professor Hendrik Speck - Social and Virtual. - An Analysis Framework for Large Scale Communities. Commercial Communities Conference. Technical University of Berlin. Institute of Sociology. 2008 (20)

Prof. Hendrik Speck - Social Network Analysis
Prof. Hendrik Speck - Social Network AnalysisProf. Hendrik Speck - Social Network Analysis
Prof. Hendrik Speck - Social Network Analysis
 
Netnography online course part 1 of 3 17 november 2016
Netnography online course part 1 of 3 17 november 2016Netnography online course part 1 of 3 17 november 2016
Netnography online course part 1 of 3 17 november 2016
 
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
 
Computational methods for intelligent matchmaking for knowledge work
Computational methods for intelligent matchmaking for knowledge workComputational methods for intelligent matchmaking for knowledge work
Computational methods for intelligent matchmaking for knowledge work
 
Interlinking semantics, web2.0, and the real-world
Interlinking semantics, web2.0, and the real-worldInterlinking semantics, web2.0, and the real-world
Interlinking semantics, web2.0, and the real-world
 
Social Web .20 Class Week 6: Lightweight Authoring, Blogs, Wikis
Social Web .20 Class Week 6: Lightweight Authoring, Blogs, WikisSocial Web .20 Class Week 6: Lightweight Authoring, Blogs, Wikis
Social Web .20 Class Week 6: Lightweight Authoring, Blogs, Wikis
 
Social Media, Social Science and Research Ethics
Social Media, Social Science and Research EthicsSocial Media, Social Science and Research Ethics
Social Media, Social Science and Research Ethics
 
2010 Catalyst Conference - Trends in Social Network Analysis
2010 Catalyst Conference - Trends in Social Network Analysis2010 Catalyst Conference - Trends in Social Network Analysis
2010 Catalyst Conference - Trends in Social Network Analysis
 
SAMUEL FULL MSC PROJECT
SAMUEL FULL MSC PROJECTSAMUEL FULL MSC PROJECT
SAMUEL FULL MSC PROJECT
 
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
 
Il laboratorio aperto: limiti e possibilità dell’uso di Facebook, Twitter e Y...
Il laboratorio aperto: limiti e possibilità dell’uso di Facebook, Twitter e Y...Il laboratorio aperto: limiti e possibilità dell’uso di Facebook, Twitter e Y...
Il laboratorio aperto: limiti e possibilità dell’uso di Facebook, Twitter e Y...
 
Apprehension of Youth towards Social Networking Sites: Two Sides of a Coin
Apprehension of Youth towards Social Networking Sites: Two Sides of a CoinApprehension of Youth towards Social Networking Sites: Two Sides of a Coin
Apprehension of Youth towards Social Networking Sites: Two Sides of a Coin
 
Social Networking Sites And Digital Reference Services Version 02
Social  Networking  Sites And  Digital  Reference  Services Version 02Social  Networking  Sites And  Digital  Reference  Services Version 02
Social Networking Sites And Digital Reference Services Version 02
 
Social Network Sites and Digital Reference Services
Social Network Sites and Digital Reference ServicesSocial Network Sites and Digital Reference Services
Social Network Sites and Digital Reference Services
 
Small Worlds Social Graphs Social Media
Small Worlds Social Graphs Social MediaSmall Worlds Social Graphs Social Media
Small Worlds Social Graphs Social Media
 
Comprehensive Social Media Security Analysis & XKeyscore Espionage Technology
Comprehensive Social Media Security Analysis & XKeyscore Espionage TechnologyComprehensive Social Media Security Analysis & XKeyscore Espionage Technology
Comprehensive Social Media Security Analysis & XKeyscore Espionage Technology
 
Social Web 2.0 Class Week 4: Social Networks, Privacy
Social Web 2.0 Class Week 4: Social Networks, PrivacySocial Web 2.0 Class Week 4: Social Networks, Privacy
Social Web 2.0 Class Week 4: Social Networks, Privacy
 
A network approach to private forest owner assistance: Theory, models, and p...
A network approach to private forest owner assistance: Theory, models, and p...A network approach to private forest owner assistance: Theory, models, and p...
A network approach to private forest owner assistance: Theory, models, and p...
 
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
 
Research on language and identity
Research on language and identityResearch on language and identity
Research on language and identity
 

Kürzlich hochgeladen

Introduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsIntroduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsTechSoup
 
Nutritional Needs Presentation - HLTH 104
Nutritional Needs Presentation - HLTH 104Nutritional Needs Presentation - HLTH 104
Nutritional Needs Presentation - HLTH 104misteraugie
 
psychiatric nursing HISTORY COLLECTION .docx
psychiatric  nursing HISTORY  COLLECTION  .docxpsychiatric  nursing HISTORY  COLLECTION  .docx
psychiatric nursing HISTORY COLLECTION .docxPoojaSen20
 
Ecological Succession. ( ECOSYSTEM, B. Pharmacy, 1st Year, Sem-II, Environmen...
Ecological Succession. ( ECOSYSTEM, B. Pharmacy, 1st Year, Sem-II, Environmen...Ecological Succession. ( ECOSYSTEM, B. Pharmacy, 1st Year, Sem-II, Environmen...
Ecological Succession. ( ECOSYSTEM, B. Pharmacy, 1st Year, Sem-II, Environmen...Shubhangi Sonawane
 
ICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptxICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptxAreebaZafar22
 
The basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxThe basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxheathfieldcps1
 
Holdier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfHoldier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfagholdier
 
PROCESS RECORDING FORMAT.docx
PROCESS      RECORDING        FORMAT.docxPROCESS      RECORDING        FORMAT.docx
PROCESS RECORDING FORMAT.docxPoojaSen20
 
Mixin Classes in Odoo 17 How to Extend Models Using Mixin Classes
Mixin Classes in Odoo 17  How to Extend Models Using Mixin ClassesMixin Classes in Odoo 17  How to Extend Models Using Mixin Classes
Mixin Classes in Odoo 17 How to Extend Models Using Mixin ClassesCeline George
 
Micro-Scholarship, What it is, How can it help me.pdf
Micro-Scholarship, What it is, How can it help me.pdfMicro-Scholarship, What it is, How can it help me.pdf
Micro-Scholarship, What it is, How can it help me.pdfPoh-Sun Goh
 
Seal of Good Local Governance (SGLG) 2024Final.pptx
Seal of Good Local Governance (SGLG) 2024Final.pptxSeal of Good Local Governance (SGLG) 2024Final.pptx
Seal of Good Local Governance (SGLG) 2024Final.pptxnegromaestrong
 
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...Nguyen Thanh Tu Collection
 
Measures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and ModeMeasures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and ModeThiyagu K
 
Sociology 101 Demonstration of Learning Exhibit
Sociology 101 Demonstration of Learning ExhibitSociology 101 Demonstration of Learning Exhibit
Sociology 101 Demonstration of Learning Exhibitjbellavia9
 
1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi  6.pdf1029-Danh muc Sach Giao Khoa khoi  6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdfQucHHunhnh
 
Unit-IV; Professional Sales Representative (PSR).pptx
Unit-IV; Professional Sales Representative (PSR).pptxUnit-IV; Professional Sales Representative (PSR).pptx
Unit-IV; Professional Sales Representative (PSR).pptxVishalSingh1417
 
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptxMaritesTamaniVerdade
 
Beyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactBeyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactPECB
 
Grant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingGrant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingTechSoup
 

Kürzlich hochgeladen (20)

Introduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsIntroduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The Basics
 
Nutritional Needs Presentation - HLTH 104
Nutritional Needs Presentation - HLTH 104Nutritional Needs Presentation - HLTH 104
Nutritional Needs Presentation - HLTH 104
 
psychiatric nursing HISTORY COLLECTION .docx
psychiatric  nursing HISTORY  COLLECTION  .docxpsychiatric  nursing HISTORY  COLLECTION  .docx
psychiatric nursing HISTORY COLLECTION .docx
 
Ecological Succession. ( ECOSYSTEM, B. Pharmacy, 1st Year, Sem-II, Environmen...
Ecological Succession. ( ECOSYSTEM, B. Pharmacy, 1st Year, Sem-II, Environmen...Ecological Succession. ( ECOSYSTEM, B. Pharmacy, 1st Year, Sem-II, Environmen...
Ecological Succession. ( ECOSYSTEM, B. Pharmacy, 1st Year, Sem-II, Environmen...
 
ICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptxICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptx
 
The basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxThe basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptx
 
Holdier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfHoldier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdf
 
PROCESS RECORDING FORMAT.docx
PROCESS      RECORDING        FORMAT.docxPROCESS      RECORDING        FORMAT.docx
PROCESS RECORDING FORMAT.docx
 
Mixin Classes in Odoo 17 How to Extend Models Using Mixin Classes
Mixin Classes in Odoo 17  How to Extend Models Using Mixin ClassesMixin Classes in Odoo 17  How to Extend Models Using Mixin Classes
Mixin Classes in Odoo 17 How to Extend Models Using Mixin Classes
 
Micro-Scholarship, What it is, How can it help me.pdf
Micro-Scholarship, What it is, How can it help me.pdfMicro-Scholarship, What it is, How can it help me.pdf
Micro-Scholarship, What it is, How can it help me.pdf
 
Seal of Good Local Governance (SGLG) 2024Final.pptx
Seal of Good Local Governance (SGLG) 2024Final.pptxSeal of Good Local Governance (SGLG) 2024Final.pptx
Seal of Good Local Governance (SGLG) 2024Final.pptx
 
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
 
Measures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and ModeMeasures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and Mode
 
Sociology 101 Demonstration of Learning Exhibit
Sociology 101 Demonstration of Learning ExhibitSociology 101 Demonstration of Learning Exhibit
Sociology 101 Demonstration of Learning Exhibit
 
1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi  6.pdf1029-Danh muc Sach Giao Khoa khoi  6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdf
 
Unit-IV; Professional Sales Representative (PSR).pptx
Unit-IV; Professional Sales Representative (PSR).pptxUnit-IV; Professional Sales Representative (PSR).pptx
Unit-IV; Professional Sales Representative (PSR).pptx
 
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx
 
Mehran University Newsletter Vol-X, Issue-I, 2024
Mehran University Newsletter Vol-X, Issue-I, 2024Mehran University Newsletter Vol-X, Issue-I, 2024
Mehran University Newsletter Vol-X, Issue-I, 2024
 
Beyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactBeyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global Impact
 
Grant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingGrant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy Consulting
 

Professor Hendrik Speck - Social and Virtual. - An Analysis Framework for Large Scale Communities. Commercial Communities Conference. Technical University of Berlin. Institute of Sociology. 2008

  • 1. Social and Virtual. - An Analysis Framework for Large Scale Communities Prof. Hendrik Speck University of Applied Sciences Kaiserslautern Commercial Communities Conference. Technical University of Berlin. Institute of Sociology. October 30 th - 31 st 2008 Berlin, Germany
  • 3. 1 Audience and Participants 2 Relational Data 3 Mathematical Models 4 Analytical Framework 5 Processing/Computing Power 6 Computer Mediated Communication 7 Visualization Algorithms 8 Interest/Use Cases 9 Marketing/ Commerce/ Web Services Requirements. Social Network Analysis Social Networks
  • 4. 0 % Critics 50 % 52 % 19% Collectors Joiners Spectators Inactives 33 % 19 % 15 % Web 2.0: Consumer Groups by Activity. United States. 2006. Creators 13% Publish Web page or blog / Upload video to videoportals Comment on blogs / Post ratings and reviews Use RSS / Tag Web pages Use social networking sites Read blogs / Watch videos / Listen to podcasts None of these activities Source: Li, Charlene. Social Technographics. Forrester Research. 2007. Available: http://www.forrester.com/Research/Document/Excerpt/0,7211,42057,00.html Social Networks
  • 5. 1 Individual/Collective/Network 2 Technology and Algorithms 3 Retrieval of All Relevant Attributes 4 Maintenance of Relationships 5 Merger of Macro and Micro 6 Generic Clustering and Filtering 7 Real Time/ No Direct Feedback 8 Action/Communication vs. Intention 9 Assumed Identity/ Islands/Holes Large Scale Analysis Attributes Social Networks
  • 6.  
  • 7.  
  • 8. Commercial Channels Traffic and Lead Acquisition. Source: Smirnoff Experience. YouTube Channel and Website. 2008. Transition of Attention, Recall, Experience, Brand, Membership, and Buying Impulse.
  • 10.  
  • 12. Commercial Channel Network Concentric Marketing. iTunes/Youtube/Facebook. Stanford University. Source: Stanford University at iTunes, YouTube and Facebook. 2008. Attention * Recall * Popularity * Brand * Participation * Insight
  • 14. 1. User Information and Interests Social Networks Data Mining. Data Layers. 2. User Generated Content, Interaction 3. Third Party Associations and Content 4. Access and Connectivity 5. API's, Beacons, and Data Feeds 6. Merger of Social, Mobile and Local
  • 15. 1. Account ID 2. User Name 3. First Name 4. Last Name 5. Academic Title 6. Academic Degree 7. Sex/Gender 8. Birth/Maiden Name 9. Relationship Status User Identifiers and Attributes. Social Network Analysis. 10. Sexual Preferences 11. Birthday 12. Sign of the Zodiac 13. Hometown 14. Country 15. Time Zone 16. Political Views 17. Religious Views Social Networks
  • 16. 18. Address 19. City 20. Zip 21. Country 22. Website 23. Email 24. Mobile Phone 25. Land Phone 26. Fax Contact Information. Social Network Analysis. 27. Skype ID 28. ICQ ID 29. AIM ID 30. Yahoo ID 31. WindowsLive ID 32. GoogleTalk ID 33. Gadu-Gadu ID Social Networks
  • 17. 34. Status 35. Employer 36. Position/Title 37. Company Website 38. Address 39. City 40. Zip Code 41. State 42. Country Work. Social Network Analysis. 43. Industry 44. Description 45. Wants 46. Haves 47. Time Period From 48. Time Period To 49. Business Organization Social Networks
  • 18. 50. College/University 51. Class Year 52. Attended for 53. Degree 54. College/Graduate School 55. Concentration 56. Second Concentration 57. Third Concentration 58. Degree Education. Social Network Analysis. 59. High School 60. Class Year Social Networks
  • 19. 61. Activities 62. Interests 63. Hobbies 64. Favorite Music 65. Favorite TV Shows 66. Favorite Movies 67. Favorite Books 68. Favorite Quotes 69. About Me Personal Information and Interests. Social Network Analysis. 70. Pictures 71. Uploaded Picture(s) 72. Picture Tags 73. Audio 74. Uploaded Audio 75. Audio Tags 76. Video 77. Uploaded Video(s) 78. Video Tags Social Networks
  • 20. 79. Location 80. Contacts 81. # of Contacts 82. Messages 83. # of Messages 84. Events 85. # of Events 86. Guestbook Entries 87. # of Guestbook Entries Connection and Usage Information. Social Network Analysis. 88. Online Status 89. Login Time 90. Usage 91. IP Address 92. Network 93. Operating System 94. Browser 95. Screen Size 96. Language Social Networks
  • 21. Types of Data and Analysis Research Method Survey Research Surveys and Interviews Ethographic Research Observations, Field Studies Documentary Research Logfiles, Texts and Archives Social Networks Type of Data Attribute Ideational Relational Type of Analysis Variable Typological Network } Source: Scott, John. Social Network Analysis. Sage Publications. 2000. Paperback, ISBN: 0761963391 }
  • 22. 1 User Profiles. (Name, Age, Links, Interests, Hobbies, City, Country, Category) 2 Videos (Headline, Content, Descriptions, Tags, Playlists) 3 Video Comments (Author, Text, Tags, Themes) 4 Ranking of Users and Channels (Views or Subscriptions by Time and Category) 5 Rankings of Videos (Ratings or Views by Time and Category) 6 Interaction (Friends, Subscription, Comments, FollowUps) Youtube. Relational Data. Social Network Analysis Social Networks
  • 24. Betweenness Centrality Closeness Centrality Degree Flow Betweenness Centrality Centrality Eigenvector Centralization Clustering Coefficient Cohesion Contagion Attributes and Quantities. Social Network Analysis. Density Integration Path Length Radiality Reach Structural Equivalence Structural Hole Islands Social Networks
  • 25. Inflow. Social Network Analysis. 2003. Social Networks Source: Valdis Krebs and David Krackhardt. Inflow/ Kite Network. 2003, Available: http://www.orgnet.com/sna.html
  • 26. Degrees/Centrality, Closeness, and Betweeness. Social Network Analysis. Social Networks Closeness Betweeness Degrees/Centrality
  • 27. Visualisation of Gender, Relationships, Status, and Age Social Networks
  • 28. Weight/ Direction/ Intensity of Relationships Social Networks
  • 29.  
  • 30.  
  • 31. Gender Distribution in Percent and Age. StudiVZ. 2006/2008. Analysis Source: Hagen Fritsch. StudiVZ. Inoffizielle Statistikpräsentation. December 2006, Available: http://studivz.irgendwo.org/ and University of Applied Sciences Kaiserslautern. Analysis of Large Scale Communities. January 2008 5 2.5 7.5 10 15 2006 0 2006 Total 2006 12.5 2008 2008 Total 2008
  • 32. 5 Male. Relationship Status in Percent and Age. StudiVz. 2008. Analysis Source: University of Applied Sciences Kaiserslautern. Analysis of Large Scale Communities. January 2008 2.5 0 Romance Open Relationship No Data In Relationship Married Single
  • 33. 5 Female. Relationship Status in Percent and Age. StudiVz. 2008. Analysis Source: University of Applied Sciences Kaiserslautern. Analysis of Large Scale Communities. January 2008 2.5 0 Romance Open Relationship No Data In Relationship Married Single
  • 34.  
  • 35.  
  • 36.  
  • 37. Die Lokalisten. Social Network. 2007. Social Network Analysis Source: Heinen, Felix. Datenvisualisierung eines sozialen Netzwerks. Die Lokalisten. University of Applied Sciences Nürnberg. Diploma Thesis. 2007, Available: http://www.felixheinen.de/020.html
  • 38. Die Lokalisten. Social Network. 2007. Social Network Analysis Source: Heinen, Felix. Datenvisualisierung eines sozialen Netzwerks. Die Lokalisten. University of Applied Sciences Nürnberg. Diploma Thesis. 2007, Available: http://www.felixheinen.de/020.html
  • 39. End
  • 40. Thank you for your attention. I will gladly answer your questions. Prof. Hendrik Speck contact (at) hendrikspeck [dot] com University of Applied Sciences Kaiserslautern Information Architecture Lab Amerikastrasse 1 66482 Zweibrücken Tel: +49 6332 914 360 Skype: hendrikspeck Conclusion Contact Information
  • 41. License Information. You are free to share (to copy, distribute and transmit the work) and to remix (to adapt the work) under the following conditions: Attribution. (You must attribute the work in the manner specified by the author or licensor but not in any way that suggests that they endorse you or your use of the work) Share Alike. (If you alter, transform, or build upon this work, you may distribute the resulting work only under the same, similar or a compatible license.) Conclusion Attribution-ShareAlike 3.0 Unported. License Information.