Smart Cities AI*IA 2013 - 1st Workshop on Artificial Intelligence for Smart Cities

Torino (Italy) - 05.12.2013

Cataldo Mu...
April, 6
2009
C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsuc...
3:32 am

5.8

magnitude
earthquake

C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, ...
C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G.Paoloni
...
almost 20 billions damages
C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni...
70,000 people displaced
C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F...
309 people died
C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Ors...
...4 years later.
C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. O...
a little flashback

C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. ...
September 29, 2009 :-)

C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F...
September 29, 2009 :-)
November 18, 2009 :-)

C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L....
September 29, 2009 :-)
November 18, 2009 :-)
October 7, 2010 :-)

C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducc...
September 29, 2009 :-)
November 18, 2009 :-)
October 7, 2010 :-)
October 25, 2010 :-(

C. Musto, G. Semeraro, P. Lops, M. ...
September 29, 2009 :-)
November 18, 2009 :-)
October 7, 2010 :-)
October 25, 2010 :-(
June 6, 2012 :-(
C. Musto, G. Semera...
what is really going on in L’Aquila?

C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni...
22,000 people still displaced
C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Mel...
7 billion fundings still missing
C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. ...
several buildings still ruined
C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Me...
19 new towns spread around L’Aquila
C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, ...
15 km

19 new towns spread around L’Aquila
C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bo...
15,200 people living in the ‘new towns’
C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordo...
diaspora
C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. Orsucci, G...
what about the consequences?

C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Mel...
loss of sense of belonging
C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni...
loss of sense of trust
C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F....
loss of relationships
C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. ...
one word: loss of social capital
C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. ...
the current situation makes L’Aquila a
perfect work bench for
smart cities-related initiatives
C. Musto, G. Semeraro, P. L...
“A city can be defined as ‘smart’ when investments in human
and social capital fuel sustainable economic development and a
...
“A city can be defined as ‘smart’ when investments in human
and social capital fuel sustainable economic development
and a ...
European Community already defined six axes
to evaluate ‘city smartness’
C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. N...
Several research projects already paid serious attention towards
processes able to improve people’s qualify of life
C. Mus...
Project “City 2.0”
C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni, F. F. ...
Project “City 2.0”
Goal: development of a smart town model
C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. A...
Project “City 2.0”

2011-2014
3.5M euro

C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bord...
Project “City 2.0”
Smart Lightning

C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, ...
Project “City 2.0”
Smart Mobility and Smart Environment

C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Ann...
our contribution to ‘City 2.0’
Smart Communities

C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato...
Smart Communities
small proof-of-concept in L’Aquila

Smart
Ring

C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducc...
Smart Communities
goal: to revitalize social capital and urban heritage of L’Aquila

C. Musto, G. Semeraro, P. Lops, M. de...
insight: collective intelligence

C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C....
collective intelligence
“a shared or group intelligence that emerges from the
collaboration and competitions of many indiv...
Project “City 2.0”
Smart Participation / Smart Communities
sustainable development also refers to the quality of life itse...
L’Aquila Social Urban Network (SUN)

C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni,...
Project “City 2.0”
Social Urban Network

• Hybrid City Model developed by ENEA
• Synergy between ICTs and real world
• Use...
Project “City 2.0”
SUN architecture

C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni,...
Project “City 2.0”
Smart Node

Meeting place for sharing and consuming
information about L’Aquila
C. Musto, G. Semeraro, P...
Project “City 2.0”
Smart Node

a bridge between
virtual communities and real world
C. Musto, G. Semeraro, P. Lops, M. de G...
Semantic Content Analyzer
the focus of this presentation

C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. An...
Semantic Content Analyzer
architecture

C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordo...
Semantic Content Analyzer
architecture
Input
Facebook Pages,
Twitter or Google
Plus accounts,
Pinterest boards.
=
Social C...
Semantic Content Analyzer
architecture
Step 1
Social Extractor
extracts
information about
L’Aquila from the
social web
A d...
Social Extractor (step 1/5)
scenario

C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni...
Semantic Content Analyzer
architecture
Step 1
Social Extactor
extracts
information about
L’Aquila from the
social web
A da...
Semantic Content Analyzer
architecture

Step 2
Community
contributions are
semantically
annotated through
a pipeline of
se...
Semantic Content Analyzer
architecture

Step 2
Community
contributions are
semantically
annotated through
a pipeline of
se...
Semantic Tagger (step 2/5)
scenario

output: alloggi, ricostruzione, edifici, memoria_storica
C. Musto, G. Semeraro, P. Lop...
Semantic Tagger (step 2/5)
scenario

output: terremoto, terrore, paura
C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Na...
Semantic Content Analyzer
architecture

Step 3
A sentiment
analysis algorithm
assigns a polarity
(negative, positive,
neut...
Semantic Content Analyzer
architecture

Step 3
A sentiment
analysis algorithm
assigns a polarity
(negative, positive,
neut...
Sentiment Analyzer (step 3/5)
scenario

+++++ :-)
C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato...
Sentiment Analyzer (step 3/5)
scenario

------ :-(
C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziat...
Semantic Content Analyzer
architecture

Step 4
Each social content
(with its polarity) is
classified wrt the
social indicat...
Semantic Content Analyzer
architecture

Step 4
Each social content
(with its polarity) is
classified wrt the
social indicat...
social indicators (again)
C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Meloni,...
the polarity of each social content influences the
score of the indicator it refers to
C. Musto, G. Semeraro, P. Lops, M. d...
Social Capital Mapper (step 4/5)
scenario

+

+

C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato,...
Social Capital Mapper (step 4/5)
scenario

:-(
C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L...
Semantic Content Analyzer
architecture

Step 5
Given a score for
each social
indicator, the
community
promoter proposes
in...
Community Promoter (step 5/5)
scenario
community
promoter

social
indicators
monitoring
tool

initiatives

C. Musto, G. Se...
Semantic Content Analyzer
Recap

• Collective intelligence-based approach
• Social content are analyzed to extract latent
...
“data is the new oil” (IBM)

C. Musto, G. Semeraro, P. Lops, M. de Gemmis, F. Narducci, M. Annunziato, L. Bordoni, C. Melo...
questions?
Cataldo Musto, Ph.D

SWAP Research Group, Università degli Studi di Bari
cataldo.musto@uniba.it
C. Musto, G. Se...
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A framework for Semantic Content Analysis in the context of L'Aquila Social Urban Network

  1. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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. 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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