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BOTTARI: Location based Social Media Analysis with Semantic Web Emanuele Della Valle Joint work with: CEFRIEL : Irene Celino, Daniele Dell ’ Aglio, Marco Balduini  SALTLUX : Tony Lee, Seonho Kim  S IEMENS : Volker Tresp, Yi Huang
Watch this first :-) 26.10.2011 - SW Challenge 2011, ISWC 2011, Bonn, Germany http://www.youtube.com/watch?v=c1FmZUz5BOo
[object Object],What have you seen? 26.10.2011 - SW Challenge 2011, ISWC 2011, Bonn, Germany
[object Object],[object Object],[object Object],Yet another  ? 26.10.2011 - SW Challenge 2011, ISWC 2011, Bonn, Germany
Architecture 26.10.2011 - SW Challenge 2011, ISWC 2011, Bonn, Germany out Query Rewriter Query Evaluator RDF2Matrix Plug-in Streaming Linked Data Server SOR Invoker SOR  geo-spatial KB Social Media Crawler and Sentiment Miner HTTP PULL: Query Initiated PUSH: Data Initiated SPARQL androjena
Sentiment Mining ,[object Object],[object Object],[object Object],[object Object],[object Object],26.10.2011 - SW Challenge 2011, ISWC 2011, Bonn, Germany Micropost message Morphologically Analyzable? Rule based Analysis Auto generated rules Learned documents SVMs Syllable Kernel Sentiment of the tweet Yes No
SOR - Geo-Spatial KB 26.10.2011 - SW Challenge 2011, ISWC 2011, Bonn, Germany
C-SPARQL and  Streaming Linked Data Server 26.10.2011 - SW Challenge 2011, ISWC 2011, Bonn, Germany
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],SUNS (Statistical Unit Node Sets) 26.10.2011 - SW Challenge 2011, ISWC 2011, Bonn, Germany
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Query Processing 26.10.2011 - SW Challenge 2011, ISWC 2011, Bonn, Germany GEO-SPATIAL PROBABILISTIC STREAMING
LarKC At Work 26.10.2011 - SW Challenge 2011, ISWC 2011, Bonn, Germany PULL: Query Initiated PUSH: Data Initiated SPARQL androjena Probabilistic  part of the query to get personalized recommendations (the  “ for me ”  button in BOTTARI) Geo-Spatial  part of the query to get POIs closer to user location Streaming  part of the query to get trends in users' sentiment  (the  “ emerging ”  button in BOTTARI) Input user query is split Results of the  different computations are joined out Query Rewriter Query Evaluator RDF2Matrix Plug-in Streaming Linked Data Server SOR Invoker SOR  geo-spatial KB Social Media Crawler and Sentiment Miner HTTP
Evaluation - Efficacy 26.10.2011 - SW Challenge 2011, ISWC 2011, Bonn, Germany 5  10  15  20  25  30  0,7 random knnItem emerging (C-SPARQL) for me (SUNS) SUNS + C-SPARQL 0,6 0,5 0,4 0,3 0,2 0,1
Evaluation - Efficiency 26.10.2011 - SW Challenge 2011, ISWC 2011, Bonn, Germany Hardware: 2.66 GHz Intel Core 2 Duo with 8 GB RAM
Evaluation – Scalability  26.10.2011 - SW Challenge 2011, ISWC 2011, Bonn, Germany Number of concurrent users Query Latency (sec)
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Conclusions 26.10.2011 - SW Challenge 2011, ISWC 2011, Bonn, Germany
Emanuele Della Valle Joint work with: CEFRIEL : Irene Celino, Daniele Dell ’ Aglio, Marco Balduini  SALTLUX : Tony Lee, Seonho Kim  S IEMENS : Volker Tresp, Yi Huang Any question?

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BOTTARI: Location based Social Media Analysis with Semantic Web

  • 1. BOTTARI: Location based Social Media Analysis with Semantic Web Emanuele Della Valle Joint work with: CEFRIEL : Irene Celino, Daniele Dell ’ Aglio, Marco Balduini SALTLUX : Tony Lee, Seonho Kim S IEMENS : Volker Tresp, Yi Huang
  • 2. Watch this first :-) 26.10.2011 - SW Challenge 2011, ISWC 2011, Bonn, Germany http://www.youtube.com/watch?v=c1FmZUz5BOo
  • 3.
  • 4.
  • 5. Architecture 26.10.2011 - SW Challenge 2011, ISWC 2011, Bonn, Germany out Query Rewriter Query Evaluator RDF2Matrix Plug-in Streaming Linked Data Server SOR Invoker SOR geo-spatial KB Social Media Crawler and Sentiment Miner HTTP PULL: Query Initiated PUSH: Data Initiated SPARQL androjena
  • 6.
  • 7. SOR - Geo-Spatial KB 26.10.2011 - SW Challenge 2011, ISWC 2011, Bonn, Germany
  • 8. C-SPARQL and Streaming Linked Data Server 26.10.2011 - SW Challenge 2011, ISWC 2011, Bonn, Germany
  • 9.
  • 10.
  • 11. LarKC At Work 26.10.2011 - SW Challenge 2011, ISWC 2011, Bonn, Germany PULL: Query Initiated PUSH: Data Initiated SPARQL androjena Probabilistic part of the query to get personalized recommendations (the “ for me ” button in BOTTARI) Geo-Spatial part of the query to get POIs closer to user location Streaming part of the query to get trends in users' sentiment (the “ emerging ” button in BOTTARI) Input user query is split Results of the different computations are joined out Query Rewriter Query Evaluator RDF2Matrix Plug-in Streaming Linked Data Server SOR Invoker SOR geo-spatial KB Social Media Crawler and Sentiment Miner HTTP
  • 12. Evaluation - Efficacy 26.10.2011 - SW Challenge 2011, ISWC 2011, Bonn, Germany 5 10 15 20 25 30 0,7 random knnItem emerging (C-SPARQL) for me (SUNS) SUNS + C-SPARQL 0,6 0,5 0,4 0,3 0,2 0,1
  • 13. Evaluation - Efficiency 26.10.2011 - SW Challenge 2011, ISWC 2011, Bonn, Germany Hardware: 2.66 GHz Intel Core 2 Duo with 8 GB RAM
  • 14. Evaluation – Scalability 26.10.2011 - SW Challenge 2011, ISWC 2011, Bonn, Germany Number of concurrent users Query Latency (sec)
  • 15.
  • 16. Emanuele Della Valle Joint work with: CEFRIEL : Irene Celino, Daniele Dell ’ Aglio, Marco Balduini SALTLUX : Tony Lee, Seonho Kim S IEMENS : Volker Tresp, Yi Huang Any question?

Notes de l'éditeur

  1. Service-Finder