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A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network
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A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network

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AI*IA 2013 Smart Cities Workshop - Keywords: Sentiment Analysis, Content Classification, Topic Identification, Opinion Mining

AI*IA 2013 Smart Cities Workshop - Keywords: Sentiment Analysis, Content Classification, Topic Identification, Opinion Mining

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  • 1. Smart Cities AI*IA 2013 - 1st Workshop on Artificial Intelligence for Smart Cities Torino (Italy) - 05.12.2013 Cataldo Musto, Giovanni Semeraro, Pasquale Lops, Marco de Gemmis, Fedelucio Narducci, Mauro Annunziato, Luciana Bordoni, Claudia Meloni, Franco F.Orsucci, Giulia Paoloni A framework for semantic content analysis in the context of l’Aquila Social Urban Network
  • 2. April, 6 2009 C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 3. 3:32 am 5.8 magnitude earthquake C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 4. C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 5. almost 20 billions damages C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 6. 70,000 people displaced C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 7. 309 people died C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 8. ...4 years later. C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 9. a little flashback C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 10. September 29, 2009 :-) C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 11. September 29, 2009 :-) November 18, 2009 :-) C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 12. September 29, 2009 :-) November 18, 2009 :-) October 7, 2010 :-) C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 13. September 29, 2009 :-) November 18, 2009 :-) October 7, 2010 :-) October 25, 2010 :-( C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 14. September 29, 2009 :-) November 18, 2009 :-) October 7, 2010 :-) October 25, 2010 :-( June 6, 2012 :-( C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 15. what is really going on in L’Aquila? C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 16. 22,000 people still displaced C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 17. 7 billion fundings still missing C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 18. several buildings still ruined C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 19. 19 new towns spread around L’Aquila C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 20. 15 km 19 new towns spread around L’Aquila C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 21. 15,200 people living in the ‘new towns’ C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 22. diaspora C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 23. what about the consequences? C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 24. loss of sense of belonging C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 25. loss of sense of trust C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 26. loss of relationships C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 27. one word: loss of social capital C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 28. the current situation makes L’Aquila a perfect work bench for smart cities-related initiatives C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 29. “A city can be defined as ‘smart’ when investments in human and social capital fuel sustainable economic development and a high quality of life” (Caragliu et al, 2009) C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 30. “A city can be defined as ‘smart’ when investments in human and social capital fuel sustainable economic development and a high quality of life” (Caragliu et al, 2009) C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 31. European Community already defined six axes to evaluate ‘city smartness’ C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 32. Several research projects already paid serious attention towards processes able to improve people’s qualify of life C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 33. Project “City 2.0” C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 34. Project “City 2.0” Goal: development of a smart town model C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 35. Project “City 2.0” 2011-2014 3.5M euro C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 36. Project “City 2.0” Smart Lightning C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 37. Project “City 2.0” Smart Mobility and Smart Environment C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 38. our contribution to ‘City 2.0’ Smart Communities C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 39. Smart Communities small proof-of-concept in L’Aquila Smart Ring C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 40. Smart Communities goal: to revitalize social capital and urban heritage of L’Aquila C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 41. insight: collective intelligence C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 42. collective intelligence “a shared or group intelligence that emerges from the collaboration and competitions of many individuals” C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 43. Project “City 2.0” Smart Participation / Smart Communities sustainable development also refers to the quality of life itself, including the development of social participation, a key element to advance a “sense of community” - (M.Annunziato, ENEA) C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 44. L’Aquila Social Urban Network (SUN) C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 45. Project “City 2.0” Social Urban Network • Hybrid City Model developed by ENEA • Synergy between ICTs and real world • Use of social networks to foster relationships and communication between people • • • Deep content analytics Extraction of social indicators scores Initiatives activated by community promoters C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 46. Project “City 2.0” SUN architecture C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 47. Project “City 2.0” Smart Node Meeting place for sharing and consuming information about L’Aquila C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 48. Project “City 2.0” Smart Node a bridge between virtual communities and real world C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 49. Semantic Content Analyzer the focus of this presentation C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 50. Semantic Content Analyzer architecture C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 51. Semantic Content Analyzer architecture Input Facebook Pages, Twitter or Google Plus accounts, Pinterest boards. = Social Content C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 52. Semantic Content Analyzer architecture Step 1 Social Extractor extracts information about L’Aquila from the social web A database of community contributions is created C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 53. Social Extractor (step 1/5) scenario C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 54. Semantic Content Analyzer architecture Step 1 Social Extactor extracts information about L’Aquila from the social web A database of community contributions is created C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 55. Semantic Content Analyzer architecture Step 2 Community contributions are semantically annotated through a pipeline of semantic taggers Contributions enriched with high-level concepts are stored again C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 56. Semantic Content Analyzer architecture Step 2 Community contributions are semantically annotated through a pipeline of semantic taggers Contributions enriched with high-level concepts are stored again C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 57. Semantic Tagger (step 2/5) scenario output: alloggi, ricostruzione, edifici, memoria_storica C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 58. Semantic Tagger (step 2/5) scenario output: terremoto, terrore, paura C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 59. Semantic Content Analyzer architecture Step 3 A sentiment analysis algorithm assigns a polarity (negative, positive, neutral) to each social content Contributions enriched with the sentiment the convey are stored again C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 60. Semantic Content Analyzer architecture Step 3 A sentiment analysis algorithm assigns a polarity (negative, positive, neutral) to each social content Contributions enriched with the sentiment they convey are stored again C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 61. Sentiment Analyzer (step 3/5) scenario +++++ :-) C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 62. Sentiment Analyzer (step 3/5) scenario ------ :-( C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 63. Semantic Content Analyzer architecture Step 4 Each social content (with its polarity) is classified wrt the social indicator it refers to The score for the indicator is the sum of the polarity of the social content referring to it C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 64. Semantic Content Analyzer architecture Step 4 Each social content (with its polarity) is classified wrt the social indicator it refers to The score for the indicator is the sum of the polarity of the social content referring to it C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 65. social indicators (again) C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 66. the polarity of each social content influences the score of the indicator it refers to C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 67. Social Capital Mapper (step 4/5) scenario + + C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 68. Social Capital Mapper (step 4/5) scenario :-( C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 69. Semantic Content Analyzer architecture Step 5 Given a score for each social indicator, the community promoter proposes initiatives aimed at improving or recovering the social capital of L’Aquila C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 70. Community Promoter (step 5/5) scenario community promoter social indicators monitoring tool initiatives C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 71. Semantic Content Analyzer Recap • Collective intelligence-based approach • Social content are analyzed to extract latent information about the social capital of L’Aquila • • Pipeline of semantic taggers and sentiment analysis algorithms Social indicators scores are exploited by community promoters to empower social capital of the city C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 72. “data is the new oil” (IBM) C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012
  • 73. questions? Cataldo Musto, Ph.D SWAP Research Group, Università degli Studi di Bari cataldo.musto@uniba.it C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni A framework for semantic content analysis in the context of L’Aquila Social Urban Nework AI*IA Smart Cities 2013 - Torino, Italy - 05.12.2012

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