Aggregating Social Media for Enhancing Conference Experiences

H
Houda khroufResearch Engineer at Atos
Aggregating Social Media for
               Enhancing
         Conference Experiences

 Houda Khrouf , Ghislain Atemezing, Giuseppe Rizzo,
 Raphaël Troncy and Thomas Steiner



Real-Time Analysis and Mining of Social Streams, 2012, Dublin, Ireland
What happened in ICWSM-12?

 How to get a summary?


   • Spread Information

   • Keyword Search

   • Short life of some media
     (e.g. tweets)



     6/3/2012         RAMSS'2012, Dublin, Ireland   -2
Overview
 Create a real-time environment to browse conferences as well
  as their various representative media items: images, micro-
  posts, slides, videos, etc.
 Best Concept award in the "Linked Data-a-Thon" challenge of
  ISWC 2011.




    “Confomaton”
  Semantic Web Application




    6/3/2012            RAMSS'2012, Dublin, Ireland   -3
Confomaton architecture




  Media Collector                                              Data
             (Node.js)                 Real-time
                                     Reconciliation          Modelling
                                        Based on
  Event Collector                  Tag + Named-Entity
       (RSS, dumps)




                                   Linked Data API
                                      User Interface



  6/3/2012               RAMSS'2012, Dublin, Ireland    -4
Media Collector


 Runs on the top of Node.js

 Collects media items and stories via search input
 terms using the social media search API (Flickr,
 Twitter, Slideshare, etc.)




   6/3/2012        RAMSS'2012, Dublin, Ireland   -5
Media Collector




  6/3/2012        RAMSS'2012, Dublin, Ireland   -6
Event Collector

 Lanyrd providing RSS feeds of about 250 conferences per month


                    http://lanyrd.com/conferences/



 Semantic Web Dog Food providing RDF fine-grained
  descriptions of conferences:
   • Sub-events (tutorials, talks, sessions, etc.)
   • Papers that were presented
   • People who attended and the organizations they come from.


    6/3/2012            RAMSS'2012, Dublin, Ireland   -7
Data Modelling for Events

LODE Ontology   http://linkedevents.org/ontology/




   6/3/2012       RAMSS'2012, Dublin, Ireland   -8
Data Modelling for Media

                                                        ma:Image
  http://farm7.static.flickr.com/6115%                                             http://www.flickr.com/
   2F6279003399_678b6e6e74_b.jpg                                                   people/7844118@N08
                                                                   rdf:type
                               ma:locator

                                              flickr: 6279009                  sioc:hasCreator

                                                               lode:illustrate
                                                                                                    sioc:Post
  http://www.slideshare.net/
     OlafGoerlitz/splendid-                    conf:iswc2011
           9858478                                                                                   rdf:type

                                                        lode:illustrate              tweet:129568
Sioc:attachement
                                                                                                            sioc:content
                   slide:627900339
                                                                         sioc:hasCreator          #Confomaton wins the
 sioc:hasCreator                         rdf:type                                                best effort at #ISWC2011
  http://www.slideshare                  sioc:Item                        http://www.twitter.co
     .net/OlafGoerlitz                                                        m/gatemezing

     6/3/2012                              RAMSS'2012, Dublin, Ireland                              -9
Real-Time Reconciliation
Tag-based Mapping + Filtering by time




    6/3/2012         RAMSS'2012, Dublin, Ireland   - 10
Real-Time Reconciliation
If there is no tag?
 Named-Entity based Mapping

    Peter Mika: RDF indexing via MapReduce,
    triples are grouped into documents by
    subjects #iswc2011




    The paper in which the description
    encapsulates these named-entities
                                                             Precision = 61%

                The related event


     6/3/2012                  RAMSS'2012, Dublin, Ireland      - 11
Statistics
                              Conferences and
                                                                          Media Items
                              their sub-events
Semantic Web Dog Food                     173                                 4 187
Lanyrd                                   1 270                              572 204


And more statistics?
                       Conference                                Place         Media Items
     PAX East 2012                                               Boston               9961
     SXSW Interactive 2012                                       Austin               9528
     Hollywood spicy                                          United States           8133
     NAB                                                       Las Vegas              6831
     ASTD International Conference and Exposition                Denver               5962
                          Top-five documented conferences

         6/3/2012               RAMSS'2012, Dublin, Ireland                   - 12
Technology

 RDF Storage:
   Backed up by Virtuoso (RDF triple store)

 SPARQL endpoint:
   http://eventmedia.eurecom.fr/sparql

 LDA: Linked Data API
   A set of REST methods to publish the data stored in the
    RDF storage behind

 User Interface:
   HTML + CSS + Javascript


   6/3/2012           RAMSS'2012, Dublin, Ireland   - 13
Demos
http://eventmedia.eurecom.fr/confomaton
http://eventmedia.eurecom.fr/iswc2011
Conferences

                                                    Media




    6/3/2012          RAMSS'2012, Dublin, Ireland           - 14
Lessons Learned

 Easy integration of existing technologies
    Limitation of some services: e.g: max 500 requests/day
     for some API

 User Interface: important BUT time consuming
    Not easy to create and manage the “all in one” interface

    How to ensure an effective navigation of a large space of
     interconnected resources

    A lot of effort from Semantic Web community

    6/3/2012           RAMSS'2012, Dublin, Ireland   15
Future Work

 Integrate the other media services and media items

 Enrich events descriptions with further information

 Refine the reconciliation algorithm

 Improve the performance of the user interface.

 Data exploration: sentiment analysis, ranking, etc.




     6/3/2012           RAMSS'2012, Dublin, Ireland   - 16
Thank You!
           http://www.slideshare.net/khrouf
              E-mail: khrouf@eurecom.fr




6/3/2012              RAMSS'2012, Dublin, Ireland   - 17
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Aggregating Social Media for Enhancing Conference Experiences

  • 1. Aggregating Social Media for Enhancing Conference Experiences Houda Khrouf , Ghislain Atemezing, Giuseppe Rizzo, Raphaël Troncy and Thomas Steiner Real-Time Analysis and Mining of Social Streams, 2012, Dublin, Ireland
  • 2. What happened in ICWSM-12?  How to get a summary? • Spread Information • Keyword Search • Short life of some media (e.g. tweets) 6/3/2012 RAMSS'2012, Dublin, Ireland -2
  • 3. Overview  Create a real-time environment to browse conferences as well as their various representative media items: images, micro- posts, slides, videos, etc.  Best Concept award in the "Linked Data-a-Thon" challenge of ISWC 2011. “Confomaton” Semantic Web Application 6/3/2012 RAMSS'2012, Dublin, Ireland -3
  • 4. Confomaton architecture Media Collector Data (Node.js) Real-time Reconciliation Modelling Based on Event Collector Tag + Named-Entity (RSS, dumps) Linked Data API User Interface 6/3/2012 RAMSS'2012, Dublin, Ireland -4
  • 5. Media Collector  Runs on the top of Node.js  Collects media items and stories via search input terms using the social media search API (Flickr, Twitter, Slideshare, etc.) 6/3/2012 RAMSS'2012, Dublin, Ireland -5
  • 6. Media Collector 6/3/2012 RAMSS'2012, Dublin, Ireland -6
  • 7. Event Collector  Lanyrd providing RSS feeds of about 250 conferences per month http://lanyrd.com/conferences/  Semantic Web Dog Food providing RDF fine-grained descriptions of conferences: • Sub-events (tutorials, talks, sessions, etc.) • Papers that were presented • People who attended and the organizations they come from. 6/3/2012 RAMSS'2012, Dublin, Ireland -7
  • 8. Data Modelling for Events LODE Ontology http://linkedevents.org/ontology/ 6/3/2012 RAMSS'2012, Dublin, Ireland -8
  • 9. Data Modelling for Media ma:Image http://farm7.static.flickr.com/6115% http://www.flickr.com/ 2F6279003399_678b6e6e74_b.jpg people/7844118@N08 rdf:type ma:locator flickr: 6279009 sioc:hasCreator lode:illustrate sioc:Post http://www.slideshare.net/ OlafGoerlitz/splendid- conf:iswc2011 9858478 rdf:type lode:illustrate tweet:129568 Sioc:attachement sioc:content slide:627900339 sioc:hasCreator #Confomaton wins the sioc:hasCreator rdf:type best effort at #ISWC2011 http://www.slideshare sioc:Item http://www.twitter.co .net/OlafGoerlitz m/gatemezing 6/3/2012 RAMSS'2012, Dublin, Ireland -9
  • 10. Real-Time Reconciliation Tag-based Mapping + Filtering by time 6/3/2012 RAMSS'2012, Dublin, Ireland - 10
  • 11. Real-Time Reconciliation If there is no tag?  Named-Entity based Mapping Peter Mika: RDF indexing via MapReduce, triples are grouped into documents by subjects #iswc2011 The paper in which the description encapsulates these named-entities Precision = 61% The related event 6/3/2012 RAMSS'2012, Dublin, Ireland - 11
  • 12. Statistics Conferences and Media Items their sub-events Semantic Web Dog Food 173 4 187 Lanyrd 1 270 572 204 And more statistics? Conference Place Media Items PAX East 2012 Boston 9961 SXSW Interactive 2012 Austin 9528 Hollywood spicy United States 8133 NAB Las Vegas 6831 ASTD International Conference and Exposition Denver 5962 Top-five documented conferences 6/3/2012 RAMSS'2012, Dublin, Ireland - 12
  • 13. Technology  RDF Storage:  Backed up by Virtuoso (RDF triple store)  SPARQL endpoint:  http://eventmedia.eurecom.fr/sparql  LDA: Linked Data API  A set of REST methods to publish the data stored in the RDF storage behind  User Interface:  HTML + CSS + Javascript 6/3/2012 RAMSS'2012, Dublin, Ireland - 13
  • 15. Lessons Learned  Easy integration of existing technologies  Limitation of some services: e.g: max 500 requests/day for some API  User Interface: important BUT time consuming  Not easy to create and manage the “all in one” interface  How to ensure an effective navigation of a large space of interconnected resources  A lot of effort from Semantic Web community 6/3/2012 RAMSS'2012, Dublin, Ireland 15
  • 16. Future Work  Integrate the other media services and media items  Enrich events descriptions with further information  Refine the reconciliation algorithm  Improve the performance of the user interface.  Data exploration: sentiment analysis, ranking, etc. 6/3/2012 RAMSS'2012, Dublin, Ireland - 16
  • 17. Thank You! http://www.slideshare.net/khrouf E-mail: khrouf@eurecom.fr 6/3/2012 RAMSS'2012, Dublin, Ireland - 17