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Analyzing social relations using Chat-data
elements
What can be deduced from non-verbal chat communication?


                                                                  Martin Wolpers
                                                                Sarah León Rojas
                                                               Uwe Kirschenmann




© Fraunhofer-Institut für Angewandte Informationstechnik FIT
Approach



 Chat-Data from Instant Messenger clients
      Strength of social relations manifests
       itself in communication
 Focus on non-verbal communication, here
  emoticons, among others
 Method for analysing data: Tie-Strength by
  Mark Granovetter
                                                               © Skype
 Evaluation in small groups through
  questionnaires




© Fraunhofer-Institut für Angewandte Informationstechnik FIT
Properties of non-verbal communication with chat



 No visual channel.

 Emoticons are used to express feelings, gestures, facial expression.

 Time-based signals: Frequency and breaks.

 Loudness/shouting: capitals, exclamation mark.

 Accentuation: different font, (double) quotes.




© Fraunhofer-Institut für Angewandte Informationstechnik FIT
Tie Strength by Mark Granovetter

 Tie = relation between two persons
 Weak ties, e.g. facebook friends
      Used to share information and                            Work
       ideas
 Strong ties, e.g. among family
  members or best friends, returning
  customers
      Actively sharing the same
       experience
 Indicators                                                   Family
      Intensity, Intimacy, Duration,
       Multiplexity, Mutuality, Trust,
       Actuality

© Fraunhofer-Institut für Angewandte Informationstechnik FIT
Mapping Tie-Strength indicators to chat

                      TS Indicator                                   Chat-Parameter
                                                               chat item count
 Frequency
                                                               word count per chat item
                                                               duration of calls and chat
 Jointly spent time
                                                               sessions
 Emotional intensity                                           emoticon-quote
                                                               communication during
 Intimacy
                                                               spare time
 Actuality                                                     last interaction
                                                               word reciprocity
 Mutuality
                                                               emoticon reciprocity


© Fraunhofer-Institut für Angewandte Informationstechnik FIT
Correlation with perceived tie-strength


                         Questionnaire
                         (Person)




                                                               Software

© Fraunhofer-Institut für Angewandte Informationstechnik FIT
Conclusion



 Identification of some indicators for Tie-Strength measurement in chat
  systems


 Towards the automatic analysis of strength of human relations (in
  communities) and beyond


 Support for reflection on communication processes




© Fraunhofer-Institut für Angewandte Informationstechnik FIT
Thanks!



Fraunhofer Institut für Angewandte Informationstechnik FIT


Martin Wolpers (martin.wolpers@fit.fraunhofer.de)
Sarah León Rojas
Uwe Kirschenmann


Schloss Birlinghoven
53754 Sankt Augustin




© Fraunhofer-Institut für Angewandte Informationstechnik FIT

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Tie Strength analysis

  • 1. Analyzing social relations using Chat-data elements What can be deduced from non-verbal chat communication? Martin Wolpers Sarah León Rojas Uwe Kirschenmann © Fraunhofer-Institut für Angewandte Informationstechnik FIT
  • 2. Approach  Chat-Data from Instant Messenger clients  Strength of social relations manifests itself in communication  Focus on non-verbal communication, here emoticons, among others  Method for analysing data: Tie-Strength by Mark Granovetter © Skype  Evaluation in small groups through questionnaires © Fraunhofer-Institut für Angewandte Informationstechnik FIT
  • 3. Properties of non-verbal communication with chat  No visual channel.  Emoticons are used to express feelings, gestures, facial expression.  Time-based signals: Frequency and breaks.  Loudness/shouting: capitals, exclamation mark.  Accentuation: different font, (double) quotes. © Fraunhofer-Institut für Angewandte Informationstechnik FIT
  • 4. Tie Strength by Mark Granovetter  Tie = relation between two persons  Weak ties, e.g. facebook friends  Used to share information and Work ideas  Strong ties, e.g. among family members or best friends, returning customers  Actively sharing the same experience  Indicators Family  Intensity, Intimacy, Duration, Multiplexity, Mutuality, Trust, Actuality © Fraunhofer-Institut für Angewandte Informationstechnik FIT
  • 5. Mapping Tie-Strength indicators to chat TS Indicator Chat-Parameter chat item count Frequency word count per chat item duration of calls and chat Jointly spent time sessions Emotional intensity emoticon-quote communication during Intimacy spare time Actuality last interaction word reciprocity Mutuality emoticon reciprocity © Fraunhofer-Institut für Angewandte Informationstechnik FIT
  • 6. Correlation with perceived tie-strength Questionnaire (Person) Software © Fraunhofer-Institut für Angewandte Informationstechnik FIT
  • 7. Conclusion  Identification of some indicators for Tie-Strength measurement in chat systems  Towards the automatic analysis of strength of human relations (in communities) and beyond  Support for reflection on communication processes © Fraunhofer-Institut für Angewandte Informationstechnik FIT
  • 8. Thanks! Fraunhofer Institut für Angewandte Informationstechnik FIT Martin Wolpers (martin.wolpers@fit.fraunhofer.de) Sarah León Rojas Uwe Kirschenmann Schloss Birlinghoven 53754 Sankt Augustin © Fraunhofer-Institut für Angewandte Informationstechnik FIT