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A Virtuous Cycle of Semantics and Participation

Doctoral dissertation of: Davide Eynard
Advisor: Prof. M.Colombetti
Tutor:    Prof. A.Bonarini
2
                                                    Ch 1




                                      Introduction




Politecnico di Milano, 07-04-2009   Davide Eynard
3

Participative systems

A particular class of social systems in which people can interact, share
   information, or both.




            Encyclopedias                           Maps     Bookmarks




                  Music                             News   Word processors




Politecnico di Milano, 07-04-2009   Davide Eynard
4

Participation and semantics

How does the virtuous cycle work?



                                                         Data




                                    Structure


Politecnico di Milano, 07-04-2009        Davide Eynard
5

Motivations

Successful
    See “What is Web2.0” by Tim O'Reilly
    On the Internet, but also inside intranets


Interesting from different point of views:
     Psychology
               • Incentives, bootstrap problem
         HCI
               • New interfaces and interaction paradigms
         Social Sciences
               • Collective intelligence, trust
         KM
               • Use meaningful formats for interoperability
         New technologies
               • Scalability, reliability


Politecnico di Milano, 07-04-2009    Davide Eynard
6

There's Bad and “Bad”

Bad collaborative system
    Too complex
    Bad interaction with user
    No incentives to participate
    Tool doesn't fit the objective
    “I love the system – I just don't use it!”




“Bad” collaborative system
    Users like it
    Fits tool and community well, but...
    ... it could be made better with semantics!




Politecnico di Milano, 07-04-2009   Davide Eynard
7

Research objectives


Given a community, a task and a context

         develop a methodology to evaluate whether a system
             correctly fits an activity

         use semantics to make the system better, incentivating
             user contribution




Politecnico di Milano, 07-04-2009   Davide Eynard
8
                                                    Ch 2




                                      Background




Politecnico di Milano, 07-04-2009   Davide Eynard
9

Background – Social Systems

         Creating and publishing
               • blogs, wikis, collaborative editors
         Communicating
               • e-mail, forums, chat, microblogging
         Sharing
               • p2p, client-server, social bookmarking
         Recommending
               • implicitly or explicitly, specific or general
         Coordinating
               • calendars, project or knowledge management
         Networking
               • social networks (object centered or not)
         Playing
               • MUD, MMORPG (Second Life)
         Market places
               • auctions, recruitment

Politecnico di Milano, 07-04-2009   Davide Eynard
10

Background – Basics on social interactions

       Wenger, Lave
             • Communities of Practice
             • Legitimate Peripheral Participation
             • see Bryant, Forte, Bruckman:
               Becoming Wikipedian



                                                                 Image courtesy of Ross Mayfield's Weblog


       Engeström, Vygotsky
             • Activity Theory




                                                    Image courtesy of University of Helsinki - Center for Activity Theory
                                                    and Developmental Work Research




Politecnico di Milano, 07-04-2009   Davide Eynard
11

Background – Semantic Web

“An extension of the current Web, in which information is given well
   defined meaning, better enabling computers and people to work in
   cooperation”




Politecnico di Milano, 07-04-2009   Davide Eynard
12
                                                    Ch 3




                                         Our work




Politecnico di Milano, 07-04-2009   Davide Eynard
13

Our work – Evaluate and design

The Six Ws:                                         User-centered design:
         Who                                           keep semantics hidden
               • user, community, producer,             reuse and standardize
                 consumer                               merge with the activity
         What
                                                        evolve with complexity
               • tool, object, contents, traces
         How
                                                    (see D. Norman: “The design of
               • explicit vs implicit
                                                       everyday things”)
                 participation, coupling
         When
               • sync vs async participation
         Where
               • context, centralized vs
                 distributed
         Why
               • incentives, engagement

Politecnico di Milano, 07-04-2009   Davide Eynard
14

Our work – Extend systems with semantics

Semantics have been applied on different levels
    Link data (“a little semantics goes a long way”, J. Hendler)
    Better describe knowledge
    Infer new knowledge with reasoning




When ontologies are used, they are applied on different levels too

                                                    Upper


                                                    Domain

                                                    Context
                                                    System          [B.1]

Politecnico di Milano, 07-04-2009   Davide Eynard
15
                                              Ch 4, 5, 6




                                    Experimental
                                    developments




Politecnico di Milano, 07-04-2009   Davide Eynard
16

Semantic Wikis

Wikis are not all the same:
                        Wikipedia          +              OMP             ­           Intranet          ?
                Generic Internet users who       Generic Internet users who     Employees with specific
  Who              write for everyone               write for everyone          addressee (group, boss)
                                                                                  Internal atomic docs,
                  Encyclopedia, divided in       Hypertextual book (mostly
  What                   articles                         atomic)
                                                                                 reports, attachments,
                                                                                      annoucements
                                                                                    Contributive, often
                   Contributive, collective,      Mostly collective, explicit
   How              explicit participation              participation
                                                                               collective, explicit/implicit
                                                                                       participation
                                                                              Asynchronous (stronger need
 When                    Asynchronous                  Asynchronous
                                                                                      for updates!)
                                                                                Centralized in an intranet
                   Centralized (what about
 Where                     China?)
                                                         Centralized               context (authorship,
                                                                                      confidentiality)
                Social/personal incentives,      Social/personal incentives, “Because my boss says so”,
   Why                  small COP                  often just individuals          groups/labs as COP

Semantic extensions:
    for data (templates for contents – describe knowledge)
    and metadata (about pages and attachments – describe and infer)

Politecnico di Milano, 07-04-2009         Davide Eynard
17

Folksonomies

Main limits:                                                Generic Internet users who
    no synonym control                             Who     mostly tag for themselves

    “basic level” variations                       What    Classification technology
                                                            Contributive, implicit, low
    lack of precision                               How             coupling
    lack of recall                                 When          Asynchronous

    lack of hierarchy                              Where       Usually centralized

    system-dependent
                                                     Why       Personal incentives



Folksonomy + Ontology
     disambiguate words
     add hierarchy
     interlink folksonomies
     (describe and link)


 [B.2, B.3, B.5]

Politecnico di Milano, 07-04-2009   Davide Eynard
18

Annotation Systems: Linking Open (meta)Data

Linking Open Data is:
     a project which aims at making data freely available to anyone,
       setting RDF links between items from different data sources
     a paradigm to publish information on the Web


Metadata = information about information
    anything which has a URI can be commented (or annotated)
    common limits of annotation systems:
               • low user incentives
               • cannot reuse metadata over different systems
         LOD as a possible solution
               • provides a large data base to bootstrap system
               • suggests a widespread, machine interpretable standard for
                 information sharing and reuse
               • what about linking other types of data?
                                                                [D.1, B.4, D.2]

Politecnico di Milano, 07-04-2009   Davide Eynard
19
                                                    Ch 7




                                     Conclusions




Politecnico di Milano, 07-04-2009   Davide Eynard
20

Conclusions

we chose a topic




Politecnico di Milano, 07-04-2009   Davide Eynard
21

Conclusions

we chose a topic
we extended it




Politecnico di Milano, 07-04-2009   Davide Eynard
22

Conclusions

we chose a topic
we extended it
(in different directions)




Politecnico di Milano, 07-04-2009   Davide Eynard
23

Conclusions

we chose a topic
we extended it
(in different directions)
this allowed us to study it from other perspectives




Politecnico di Milano, 07-04-2009   Davide Eynard
24

Conclusions

we chose a topic
we extended it
(in different directions)
this allowed us to study it from other perspectives

Results
    the behavior and the success of a
      participative system depend on many
      different factors (i.e. community, incentives,
      context)
    we developed a general methodology to
      evaluate participative systems and
      technologies and we applied it to some
      specific cases
    for each of these cases, we used
      semantics to build better tools

Politecnico di Milano, 07-04-2009   Davide Eynard
25

Conclusions

Our contributions
    General
               • our methodology does not depend on a particular system
         Specific
               • we applied semantics on different levels (and not just on contents)
                 to build a better intranet wiki;
               • we applied semantic disambiguation techniques to address some of
                 the most important problem of folksonomies and provided a new,
                 hierarchical interface to browse tag-based systems;
               • we suggested a solution to the bootstrap problem, which employs
                 already available open data sources to provide a user incentive;
               • by converting email and web history to a standard and shared
                 representation, we automatically linked two of the most accessed
                 data repositories to a huge amount of related information.
Limits
         Our evaluations were mostly focused on datasets and
             algorithms

Politecnico di Milano, 07-04-2009   Davide Eynard
26

Conclusions

Future work
     Develop a model for the evaluation, the extraction, and the
      reconciliation of data coming from different and heterogeneous
      data sources
     Delve deeper into the intelligent part of collective intelligence




Politecnico di Milano, 07-04-2009   Davide Eynard
27

The end




                                    Thank you! Questions?




Politecnico di Milano, 07-04-2009    Davide Eynard
28

Relevant publications


     [D.2] Eynard, D. (2008) Using semantics and participation to customize
      personalization. HP Labs Technical Report HPL-2008-197.
     [B.5] Bindelli, S., C. Criscione, C.A. Curino, M.L. Drago, D. Eynard, & G.
      Orsi (2008). Improving Search and Navigation by Combining Ontologies
      and Social Tags. Proc. of the 1st International Workshop on Ambient Data
      Integration, Monterey, Mexico.
     [B.4] Eynard, D., & M. Colombetti (2008). Exploiting user gratification for
      collaborative semantic annotation. Proc. SWUI 2008.
     [B.3] Laniado, D., D. Eynard & M. Colombetti (2007). Using WordNet to turn
      a folksonomy into a hierarchy of concepts. Proc. 4th Fourth Italian Semantic
      Web Workshop, 192–201.
     [B.2] Laniado, D., D. Eynard & M. Colombetti (2007). A semantic tool to
      support navigation in a folksonomy. Proc. 18th Conference on Hypertext
      and Hypermedia (ACM Press, New York), 153–154,.
     [D.1] Eynard, D., J. Recker & C. Sayers (2007). An IMAP plugin for
      SquirrelRDF. HP Labs Technical Report HPL-2007-161.
     [B.1] Eynard, D. (2007). Research on collaborative information sharing
      systems. Proc. Knowledge Web PhD Symposium 2007, 81–82.

Politecnico di Milano, 07-04-2009   Davide Eynard
Contact                        Davide Eynard

                                 Tel. 02 2399 4010
                                 Fax 02 2399 3411

                               eynard@elet.polimi.it
                      http://www.dei.polimi.it/people/eynard
                 Project page @AIRLab: http://airwiki.elet.polimi.it

          Back
30

Semantic Wikis

         Data
               • semantic templates using a domain ontology

         Metadata
               • automatic extraction and ontology supported management of
                 attachment metadata
               • context ontology to describe properties and relations between
                 documents




Politecnico di Milano, 07-04-2009   Davide Eynard
31

Annotation Systems: Linking Open (meta)Data

 Email
        • An automatic IMAP to RDF translation tool
        • Information can be queried on the fly with
          SPARQL, saved in RDF and piped to
          external services



 Browser history
        • Linking history data (visited or bookmarked
          URLs) with related, already available
          metadata from Freebase



 Semantic Annotation Tools
        • Exploiting user gratification for collaborative
          semantic annotation


Politecnico di Milano, 07-04-2009   Davide Eynard
32

Linking Open (meta)Data

Browser
    Linking history data (visited or bookmarked URLs) with related,
     already available metadata




Politecnico di Milano, 07-04-2009   Davide Eynard
33

Linking Open (meta)Data

Semantic Annotation Tools
    Exploiting user gratification for collaborative semantic annotation




Politecnico di Milano, 07-04-2009   Davide Eynard
34

Annotation systems

Speakinabout architecture:




Politecnico di Milano, 07-04-2009   Davide Eynard
35

Taxonomy of participation - a total mess!


                         alone                       with others
                  do/create




                  suggest




                  share




                                    contributive
                  participative/collective
               social



Politecnico di Milano, 07-04-2009    Davide Eynard
36

Levels of participation - The county fair example




               •   many people participate (take part) to the event
               •   some contributed with suggestions, actions or resources
               •   some collaborated to organize it
               •   some are just there to have fun, or for their business
               •   ... but the fair success depends on all of them!
               •   see Engeström's Activity Theory


Politecnico di Milano, 07-04-2009    Davide Eynard
37

1) Structure data




Politecnico di Milano, 07-04-2009   Davide Eynard
38

Folksonomies: datasets and stats




                   x axis: tags ordered by usage
                   y axis: percentage of tags belonging to WordNet
                                                                     We have collected a large
                                                                     dataset from del.icio.us that
                                                                     allowed us to study tags
                                                                     statistically.




Politecnico di Milano, 07-04-2009         Davide Eynard

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A Virtuous Cycle of Semantics and Participation

  • 1. A Virtuous Cycle of Semantics and Participation Doctoral dissertation of: Davide Eynard Advisor: Prof. M.Colombetti Tutor: Prof. A.Bonarini
  • 2. 2 Ch 1 Introduction Politecnico di Milano, 07-04-2009 Davide Eynard
  • 3. 3 Participative systems A particular class of social systems in which people can interact, share information, or both. Encyclopedias Maps Bookmarks Music News Word processors Politecnico di Milano, 07-04-2009 Davide Eynard
  • 4. 4 Participation and semantics How does the virtuous cycle work? Data Structure Politecnico di Milano, 07-04-2009 Davide Eynard
  • 5. 5 Motivations Successful  See “What is Web2.0” by Tim O'Reilly  On the Internet, but also inside intranets Interesting from different point of views:  Psychology • Incentives, bootstrap problem  HCI • New interfaces and interaction paradigms  Social Sciences • Collective intelligence, trust  KM • Use meaningful formats for interoperability  New technologies • Scalability, reliability Politecnico di Milano, 07-04-2009 Davide Eynard
  • 6. 6 There's Bad and “Bad” Bad collaborative system  Too complex  Bad interaction with user  No incentives to participate  Tool doesn't fit the objective  “I love the system – I just don't use it!” “Bad” collaborative system  Users like it  Fits tool and community well, but...  ... it could be made better with semantics! Politecnico di Milano, 07-04-2009 Davide Eynard
  • 7. 7 Research objectives Given a community, a task and a context  develop a methodology to evaluate whether a system correctly fits an activity  use semantics to make the system better, incentivating user contribution Politecnico di Milano, 07-04-2009 Davide Eynard
  • 8. 8 Ch 2 Background Politecnico di Milano, 07-04-2009 Davide Eynard
  • 9. 9 Background – Social Systems  Creating and publishing • blogs, wikis, collaborative editors  Communicating • e-mail, forums, chat, microblogging  Sharing • p2p, client-server, social bookmarking  Recommending • implicitly or explicitly, specific or general  Coordinating • calendars, project or knowledge management  Networking • social networks (object centered or not)  Playing • MUD, MMORPG (Second Life)  Market places • auctions, recruitment Politecnico di Milano, 07-04-2009 Davide Eynard
  • 10. 10 Background – Basics on social interactions  Wenger, Lave • Communities of Practice • Legitimate Peripheral Participation • see Bryant, Forte, Bruckman: Becoming Wikipedian Image courtesy of Ross Mayfield's Weblog  Engeström, Vygotsky • Activity Theory Image courtesy of University of Helsinki - Center for Activity Theory and Developmental Work Research Politecnico di Milano, 07-04-2009 Davide Eynard
  • 11. 11 Background – Semantic Web “An extension of the current Web, in which information is given well defined meaning, better enabling computers and people to work in cooperation” Politecnico di Milano, 07-04-2009 Davide Eynard
  • 12. 12 Ch 3 Our work Politecnico di Milano, 07-04-2009 Davide Eynard
  • 13. 13 Our work – Evaluate and design The Six Ws: User-centered design:  Who  keep semantics hidden • user, community, producer,  reuse and standardize consumer  merge with the activity  What  evolve with complexity • tool, object, contents, traces  How (see D. Norman: “The design of • explicit vs implicit everyday things”) participation, coupling  When • sync vs async participation  Where • context, centralized vs distributed  Why • incentives, engagement Politecnico di Milano, 07-04-2009 Davide Eynard
  • 14. 14 Our work – Extend systems with semantics Semantics have been applied on different levels  Link data (“a little semantics goes a long way”, J. Hendler)  Better describe knowledge  Infer new knowledge with reasoning When ontologies are used, they are applied on different levels too Upper Domain Context System [B.1] Politecnico di Milano, 07-04-2009 Davide Eynard
  • 15. 15 Ch 4, 5, 6 Experimental developments Politecnico di Milano, 07-04-2009 Davide Eynard
  • 16. 16 Semantic Wikis Wikis are not all the same: Wikipedia + OMP ­ Intranet ? Generic Internet users who Generic Internet users who Employees with specific Who write for everyone write for everyone addressee (group, boss) Internal atomic docs, Encyclopedia, divided in Hypertextual book (mostly What articles atomic) reports, attachments, annoucements Contributive, often Contributive, collective, Mostly collective, explicit How explicit participation participation collective, explicit/implicit participation Asynchronous (stronger need When Asynchronous Asynchronous for updates!) Centralized in an intranet Centralized (what about Where China?) Centralized context (authorship, confidentiality) Social/personal incentives, Social/personal incentives, “Because my boss says so”, Why small COP often just individuals groups/labs as COP Semantic extensions:  for data (templates for contents – describe knowledge)  and metadata (about pages and attachments – describe and infer) Politecnico di Milano, 07-04-2009 Davide Eynard
  • 17. 17 Folksonomies Main limits: Generic Internet users who  no synonym control Who mostly tag for themselves  “basic level” variations What Classification technology Contributive, implicit, low  lack of precision How coupling  lack of recall When Asynchronous  lack of hierarchy Where Usually centralized  system-dependent Why Personal incentives Folksonomy + Ontology  disambiguate words  add hierarchy  interlink folksonomies  (describe and link) [B.2, B.3, B.5] Politecnico di Milano, 07-04-2009 Davide Eynard
  • 18. 18 Annotation Systems: Linking Open (meta)Data Linking Open Data is:  a project which aims at making data freely available to anyone, setting RDF links between items from different data sources  a paradigm to publish information on the Web Metadata = information about information  anything which has a URI can be commented (or annotated)  common limits of annotation systems: • low user incentives • cannot reuse metadata over different systems  LOD as a possible solution • provides a large data base to bootstrap system • suggests a widespread, machine interpretable standard for information sharing and reuse • what about linking other types of data? [D.1, B.4, D.2] Politecnico di Milano, 07-04-2009 Davide Eynard
  • 19. 19 Ch 7 Conclusions Politecnico di Milano, 07-04-2009 Davide Eynard
  • 20. 20 Conclusions we chose a topic Politecnico di Milano, 07-04-2009 Davide Eynard
  • 21. 21 Conclusions we chose a topic we extended it Politecnico di Milano, 07-04-2009 Davide Eynard
  • 22. 22 Conclusions we chose a topic we extended it (in different directions) Politecnico di Milano, 07-04-2009 Davide Eynard
  • 23. 23 Conclusions we chose a topic we extended it (in different directions) this allowed us to study it from other perspectives Politecnico di Milano, 07-04-2009 Davide Eynard
  • 24. 24 Conclusions we chose a topic we extended it (in different directions) this allowed us to study it from other perspectives Results  the behavior and the success of a participative system depend on many different factors (i.e. community, incentives, context)  we developed a general methodology to evaluate participative systems and technologies and we applied it to some specific cases  for each of these cases, we used semantics to build better tools Politecnico di Milano, 07-04-2009 Davide Eynard
  • 25. 25 Conclusions Our contributions  General • our methodology does not depend on a particular system  Specific • we applied semantics on different levels (and not just on contents) to build a better intranet wiki; • we applied semantic disambiguation techniques to address some of the most important problem of folksonomies and provided a new, hierarchical interface to browse tag-based systems; • we suggested a solution to the bootstrap problem, which employs already available open data sources to provide a user incentive; • by converting email and web history to a standard and shared representation, we automatically linked two of the most accessed data repositories to a huge amount of related information. Limits  Our evaluations were mostly focused on datasets and algorithms Politecnico di Milano, 07-04-2009 Davide Eynard
  • 26. 26 Conclusions Future work  Develop a model for the evaluation, the extraction, and the reconciliation of data coming from different and heterogeneous data sources  Delve deeper into the intelligent part of collective intelligence Politecnico di Milano, 07-04-2009 Davide Eynard
  • 27. 27 The end Thank you! Questions? Politecnico di Milano, 07-04-2009 Davide Eynard
  • 28. 28 Relevant publications  [D.2] Eynard, D. (2008) Using semantics and participation to customize personalization. HP Labs Technical Report HPL-2008-197.  [B.5] Bindelli, S., C. Criscione, C.A. Curino, M.L. Drago, D. Eynard, & G. Orsi (2008). Improving Search and Navigation by Combining Ontologies and Social Tags. Proc. of the 1st International Workshop on Ambient Data Integration, Monterey, Mexico.  [B.4] Eynard, D., & M. Colombetti (2008). Exploiting user gratification for collaborative semantic annotation. Proc. SWUI 2008.  [B.3] Laniado, D., D. Eynard & M. Colombetti (2007). Using WordNet to turn a folksonomy into a hierarchy of concepts. Proc. 4th Fourth Italian Semantic Web Workshop, 192–201.  [B.2] Laniado, D., D. Eynard & M. Colombetti (2007). A semantic tool to support navigation in a folksonomy. Proc. 18th Conference on Hypertext and Hypermedia (ACM Press, New York), 153–154,.  [D.1] Eynard, D., J. Recker & C. Sayers (2007). An IMAP plugin for SquirrelRDF. HP Labs Technical Report HPL-2007-161.  [B.1] Eynard, D. (2007). Research on collaborative information sharing systems. Proc. Knowledge Web PhD Symposium 2007, 81–82. Politecnico di Milano, 07-04-2009 Davide Eynard
  • 29. Contact Davide Eynard Tel. 02 2399 4010 Fax 02 2399 3411 eynard@elet.polimi.it http://www.dei.polimi.it/people/eynard Project page @AIRLab: http://airwiki.elet.polimi.it Back
  • 30. 30 Semantic Wikis  Data • semantic templates using a domain ontology  Metadata • automatic extraction and ontology supported management of attachment metadata • context ontology to describe properties and relations between documents Politecnico di Milano, 07-04-2009 Davide Eynard
  • 31. 31 Annotation Systems: Linking Open (meta)Data  Email • An automatic IMAP to RDF translation tool • Information can be queried on the fly with SPARQL, saved in RDF and piped to external services  Browser history • Linking history data (visited or bookmarked URLs) with related, already available metadata from Freebase  Semantic Annotation Tools • Exploiting user gratification for collaborative semantic annotation Politecnico di Milano, 07-04-2009 Davide Eynard
  • 32. 32 Linking Open (meta)Data Browser  Linking history data (visited or bookmarked URLs) with related, already available metadata Politecnico di Milano, 07-04-2009 Davide Eynard
  • 33. 33 Linking Open (meta)Data Semantic Annotation Tools  Exploiting user gratification for collaborative semantic annotation Politecnico di Milano, 07-04-2009 Davide Eynard
  • 35. 35 Taxonomy of participation - a total mess! alone with others do/create suggest share contributive participative/collective social Politecnico di Milano, 07-04-2009 Davide Eynard
  • 36. 36 Levels of participation - The county fair example • many people participate (take part) to the event • some contributed with suggestions, actions or resources • some collaborated to organize it • some are just there to have fun, or for their business • ... but the fair success depends on all of them! • see Engeström's Activity Theory Politecnico di Milano, 07-04-2009 Davide Eynard
  • 37. 37 1) Structure data Politecnico di Milano, 07-04-2009 Davide Eynard
  • 38. 38 Folksonomies: datasets and stats x axis: tags ordered by usage y axis: percentage of tags belonging to WordNet We have collected a large dataset from del.icio.us that allowed us to study tags statistically. Politecnico di Milano, 07-04-2009 Davide Eynard