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Social Media DataSet
UPV, Aplicaciones de la Lingüística Computacional
                Abril 22nd, 2010




                 http://www.slideshare.com/jccortizo
José Carlos Cortizo
Twitter: @josek_net
Goal


‣   Understand the possibilities of Social
    Media for Research
Index
‣   About the Speaker
    ‣   Research at UEM
    ‣   SGP, Wipley, BrainSins
‣   Social Media statistics
‣   Social Media as research field
‣   Applications
‣   Academic research vs Enterprise
José Carlos Cortizo
                          10 R&P projects, 4 workshops, 20 papers


              NLP, DM




consultancy




2004          2005      2006      2007          2008          2009   2010
My Company

SGP
        Videogamers Social Network
          2.600 reg. users, ~10K monthly users




        SaaS software for SM & e-C
          RecSys, Social Search...
SGP Funding

• €350K from CDTI (PID project)
• €100K from FFF
• still looking for extra €100K from BA
Web 2.0 vs.
Social Web
What’s Web 2.0?
An evolution (of) and
(based on) the Web...
...focused on users
               http://www.flickr.com/photos/cayusa/431036565
Concept introduced by
“Tim O’Reilly” in 2004
               http://www.flickr.com/photos/thomashawk/153656919/
Users own the
   Information

They should manage
  the information
It’s not a technology,
  it’s a philosophical
         concept
Wikis (and Wikipedia),
      blogs, etc.
Evolution of the Web
Concepts
AJAX

• Web development techniques
  empowering Web 2.0

• Much developers misunderstand the
  concept of Web 2.0 and think about
  AJAX
Social Web
• Describe how people socialize with
  each othe throughout the WWW

• 2 descriptions
 • Web 2.0
 • Proposal for a future network similar
    to WWW
Social Media

• Media designed to be disseminated
  through Social interaction

• Internet forums, blogs, microblogging,
  wikis, podcasts, social networks, etc.

• More info:         http://www.slideshare.net/jccortizo/taller-redes-
  sociales-presentation
Social Media
 Statistics
Facebook
Facebook stats.
• > 400M. active users
• 50% log in to FB in any given day
• > 35M u. update their status each day
 • > 60M. status updates per day
• 3 billion photos uploaded each month
• 5 billion contents shared each week
Facebook stats.

• Avg. user has 130 friends on FB
• Avg. user sends 8 friend req. per month
• Avg. user spends > 55 min. per day
• > 70% FB users are outside USA
• > 500K applications
Facebook stats.

• > 60M FB users use FB Connect on
  external websites

• > 100M accessing FB though mobile
• > 200 mobile operators in 60 cuntries
  deploying/promoting FB mobile
  products


                             http://www.facebook.com/press/info.php?statistics
Twitter
Twitter stats.
• > 105M. registered users
• 300K users sign up every day
• > 180M. unique visitors per month
• 75% traffic come from 3rd party apps.
• > 600M search queries on Twitter/day
• 37% of active users use mobile
                http://www.readwriteweb.com/archives/just_the_facts_statistics_from_twitter_chirp.php
Facts
SM is the New Web

• Facebook traffic tops Google (for USA)
 • FB > 7% of US traffic
 • March 2010
 •   http://money.cnn.com/2010/03/16/technology/
     facebook_most_visited/
SM envisioning the
      Future
• Mobile Web
• Search
 • Real-time search
 • Social search
• Online identity
                      http://www.madrimasd.org/blogs/sistemas_inteligentes/2009/01/19/111413
Mobile Web

     • No real mobile web until Social Media
     • 25% FB users and 37% Twitter users
             accesing from mobile devices

     • Trend: more mobile web users than
             “regular” ones within the next 5 years
             [1]


[1] J. C. Cortizo, L. I. Diaz, F. Carrero, B. Monsalve, “On the Future of Mobile Phones as the Heart of Community Built Databases” to appear in 2011
Real-Time Search
Social Search
Online Identity
• User identity is a real business
• Facebook Connect, OAuth, OpenID...
Social Media as
Research Field
We need Data
• We need data to validate our research
• Why use “non-real”/small/”non-
  relevant”/old-fashioned datasets

 • UCI
 • Reuters
 • ...
SM, Huge DataSet
• Billions users
• Billions contents
 • Textual, Multimedia (image, videos,
    etc.)

• Billions of connections
• Behaviors, preferences, trends...
SM Openness

• It’s easy to get data from SM
 • SM based datasets
 • Developers APIS
 • Spidering the Web
Available DataSets
• Social Tagging (CiteULike, Bibsonomy,
  MovieLens, Delicious, Flickr, Last.FM...)
 • http://kmi.tugraz.at/staff/markus/datasets/
• Yahoo! Firehose (750K ratings/day, 8K
  reviews/day, 150K comments/day,
  status updates, Flickr, Delicious...)
 • http://developer.yahoo.net/blog/archives/
    2010/04/yahoo_updates_firehose.html
Available DataSets
• MySpace data (real-time data,
  multimedia content, ...)
 • http://blog.infochimps.org/2010/03/12/
    announcing-bulk-redistribution-of-
    myspace-data/

• Spinn3r Blog Dataset/JDPA Sentiment
  Corpus
 • http://www.icwsm.org/data/
...and more


• http://delicious.com/pskomoroch/
  dataset
Key Benefits

• There’s a lot of data on SM
• It’s fun!
• You can work on a real-real domain
• ¿Make (real) money with your
  research?
Where to publish?
• ICSWM: AAAI Conference on Weblogs
  and Social Media

• MSM/SMUC: Workshop on Search and
  Mining User generated Contents

• WWW: 4 Social Networks sessions +
  other 15 S.M. related papers

• ACM RecSys + Social Web workshop
Where to publish?
• ICSWM: AAAI Conference on Weblogs
  and Social Media

• MSM/SMUC: Workshop on Search and
  Mining User generated Contents

• WWW: 4 Social Networks sessions +
  other 15 S.M. related papers

• ACM RecSys + Social Web workshop
Where to publish?

• Any other ‘typical’ conference from
  your research area

 • Social web/search/mining/networks
    analysis workshops on almost any
    relevant conference
Other Research Uses


               Twitter Lists
Other Research Uses


Twitter Searches
Other Research Uses


              Twitter Users
Other Research Uses


Blogs!
Other Research Uses
Other Research Uses
• Don’t wait ‘till the conferences to know
  about advances

 • Follow interesting researchers through
   Twitter and their blogs

• Peer-reviewing sucks!
• You can learn even more from failed
  attempts, or work in progress

• Open your mind...
Some Applications
Buzzer: Twitter
   RecSys
Buzzer

• O. Phelan (@phelo), K. McCarthy, B.
  Smith, “Using Twitter to Recommend
  Real-Time Topical News”, ACM
  RecSys 2009

• Goal: News Recommendation
 • Not using Reuters or similar datasets
Buzzer
Buzzer
Why use Twitter?
• “Typical” news sites are boring
• You’ll get compared to Google News
• You’re innovating just by use Twitter
• You’ll benefit from Twitter hype
• You get a real and interesting system
  to deploy on real conditions
FlickrBabel: Multilingual
   multimedia search
Machine Translation


• An open problem
• But actual state-of-the-art enough for
  some applications
Idea

• Do we need a Spanish Metamap?
 • F. Carrero, J. C. Cortizo, J. M. Gomez, M.
   de Buenaga “In the Development of a
   Spanish Metamap”, CIKM 2008

 • F. Carrero, J. C. Cortizo, J. M. Gomez,
   “Testing Concept Indexing in Crosslingual
   Medical Text Classification”, ICDIM 2008
Idea
Idea
Idea

• Results show that using Google
  Translate is just enough for
  “simulating” a Spanish Metamap

 • for classification purposes
Extending to SM


• We applied the same idea to
  FlickrBabel
Extending to SM
• We applied the same idea to
  FlickrBabel

• Search images from Flickr
 • Babxel also searchs on YouTube
• Expands the query and improves the
  recall
FlickrBabel
FlickrBabel

• We got a lot of buzz/users from
 • Mashable
 • Loogic
 • WwwhatsNew
 • And thousand more blogs/sites
evri: entity based search
      engine (+ API)
evri

• Not a typical search engine
 • Real-time
 • Semantic
 • Entity recognition
 • Opinion Mining
Offers a great API
What’s good
• They integrate a lot of technologies
  from the state-of-the-art on NLP/IR into
  something usable

• The API can be used to develop evri
  based products and applications

• If you have a good technology, build a
  good product/service around it
Entity recognition
Recommendations
Sentiment Analysis
No good enough?

• There isn’t “no good enough”
  technologies

• There are useful or not useful products/
  services

• Show your technology to the world,
  they’d be the best ‘reviewers’
Academic vs
 Enterprise
· Too idealist                      Too pragmatic ·
· ‘Fantasy?’ world                   ‘Real?’ world ·
· Too many assumptions     Too little assumptions ·
· Research                               ‘Innovate’ ·
· Guided by public funds    Guided by revenues ·
· Non-applicable                  Cuts innovation ·
· Too idealist
               There’s a lot of pragmatic ·
                                 Too
                opportunities ‘Real?’ world ·
· ‘Fantasy?’ world
· Too many assumptions  Too little assumptions ·
· Research     in the middle!! ‘Innovate’ ·
· Guided by public funds    Guided by revenues ·
· Non-applicable                Cuts innovation ·
Entrepreneurship: the
    Research Way
• Choose a real world problem (take care of
  data availability, competitors and utility)

• Develop a great technology
• Test in a lab environment and publish
• Develop a prototype and grant access to
  beta testers
• Analyze the new results
• Write a (presentation based) business plan
• Get money from FFF
• Develop your product (out of beta)
• Get some clients/users
• Write a full business plan
 • You can get help from your University/
    other institutions

• Get more funding from BA’s and VC’s
• Hire the best coders/employees you can
  get

• Monetize your product/service
• And don’t stop researching and innovating
Jo
             sé
                  Ca
                    rlo
                       sC
                         or
                            t   izo
BY, 2010                              Pé
                                         re
                                            z

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Social Media Dataset

  • 1. Social Media DataSet UPV, Aplicaciones de la Lingüística Computacional Abril 22nd, 2010 http://www.slideshare.com/jccortizo
  • 3. Goal ‣ Understand the possibilities of Social Media for Research
  • 4. Index ‣ About the Speaker ‣ Research at UEM ‣ SGP, Wipley, BrainSins ‣ Social Media statistics ‣ Social Media as research field ‣ Applications ‣ Academic research vs Enterprise
  • 5. José Carlos Cortizo 10 R&P projects, 4 workshops, 20 papers NLP, DM consultancy 2004 2005 2006 2007 2008 2009 2010
  • 6. My Company SGP Videogamers Social Network 2.600 reg. users, ~10K monthly users SaaS software for SM & e-C RecSys, Social Search...
  • 7. SGP Funding • €350K from CDTI (PID project) • €100K from FFF • still looking for extra €100K from BA
  • 10. An evolution (of) and (based on) the Web...
  • 11. ...focused on users http://www.flickr.com/photos/cayusa/431036565
  • 12. Concept introduced by “Tim O’Reilly” in 2004 http://www.flickr.com/photos/thomashawk/153656919/
  • 13. Users own the Information They should manage the information
  • 14. It’s not a technology, it’s a philosophical concept
  • 15. Wikis (and Wikipedia), blogs, etc.
  • 18. AJAX • Web development techniques empowering Web 2.0 • Much developers misunderstand the concept of Web 2.0 and think about AJAX
  • 19. Social Web • Describe how people socialize with each othe throughout the WWW • 2 descriptions • Web 2.0 • Proposal for a future network similar to WWW
  • 20. Social Media • Media designed to be disseminated through Social interaction • Internet forums, blogs, microblogging, wikis, podcasts, social networks, etc. • More info: http://www.slideshare.net/jccortizo/taller-redes- sociales-presentation
  • 23. Facebook stats. • > 400M. active users • 50% log in to FB in any given day • > 35M u. update their status each day • > 60M. status updates per day • 3 billion photos uploaded each month • 5 billion contents shared each week
  • 24. Facebook stats. • Avg. user has 130 friends on FB • Avg. user sends 8 friend req. per month • Avg. user spends > 55 min. per day • > 70% FB users are outside USA • > 500K applications
  • 25. Facebook stats. • > 60M FB users use FB Connect on external websites • > 100M accessing FB though mobile • > 200 mobile operators in 60 cuntries deploying/promoting FB mobile products http://www.facebook.com/press/info.php?statistics
  • 27. Twitter stats. • > 105M. registered users • 300K users sign up every day • > 180M. unique visitors per month • 75% traffic come from 3rd party apps. • > 600M search queries on Twitter/day • 37% of active users use mobile http://www.readwriteweb.com/archives/just_the_facts_statistics_from_twitter_chirp.php
  • 28. Facts
  • 29. SM is the New Web • Facebook traffic tops Google (for USA) • FB > 7% of US traffic • March 2010 • http://money.cnn.com/2010/03/16/technology/ facebook_most_visited/
  • 30. SM envisioning the Future • Mobile Web • Search • Real-time search • Social search • Online identity http://www.madrimasd.org/blogs/sistemas_inteligentes/2009/01/19/111413
  • 31. Mobile Web • No real mobile web until Social Media • 25% FB users and 37% Twitter users accesing from mobile devices • Trend: more mobile web users than “regular” ones within the next 5 years [1] [1] J. C. Cortizo, L. I. Diaz, F. Carrero, B. Monsalve, “On the Future of Mobile Phones as the Heart of Community Built Databases” to appear in 2011
  • 34. Online Identity • User identity is a real business • Facebook Connect, OAuth, OpenID...
  • 36. We need Data • We need data to validate our research • Why use “non-real”/small/”non- relevant”/old-fashioned datasets • UCI • Reuters • ...
  • 37. SM, Huge DataSet • Billions users • Billions contents • Textual, Multimedia (image, videos, etc.) • Billions of connections • Behaviors, preferences, trends...
  • 38. SM Openness • It’s easy to get data from SM • SM based datasets • Developers APIS • Spidering the Web
  • 39. Available DataSets • Social Tagging (CiteULike, Bibsonomy, MovieLens, Delicious, Flickr, Last.FM...) • http://kmi.tugraz.at/staff/markus/datasets/ • Yahoo! Firehose (750K ratings/day, 8K reviews/day, 150K comments/day, status updates, Flickr, Delicious...) • http://developer.yahoo.net/blog/archives/ 2010/04/yahoo_updates_firehose.html
  • 40. Available DataSets • MySpace data (real-time data, multimedia content, ...) • http://blog.infochimps.org/2010/03/12/ announcing-bulk-redistribution-of- myspace-data/ • Spinn3r Blog Dataset/JDPA Sentiment Corpus • http://www.icwsm.org/data/
  • 42. Key Benefits • There’s a lot of data on SM • It’s fun! • You can work on a real-real domain • ¿Make (real) money with your research?
  • 43. Where to publish? • ICSWM: AAAI Conference on Weblogs and Social Media • MSM/SMUC: Workshop on Search and Mining User generated Contents • WWW: 4 Social Networks sessions + other 15 S.M. related papers • ACM RecSys + Social Web workshop
  • 44. Where to publish? • ICSWM: AAAI Conference on Weblogs and Social Media • MSM/SMUC: Workshop on Search and Mining User generated Contents • WWW: 4 Social Networks sessions + other 15 S.M. related papers • ACM RecSys + Social Web workshop
  • 45. Where to publish? • Any other ‘typical’ conference from your research area • Social web/search/mining/networks analysis workshops on almost any relevant conference
  • 46. Other Research Uses Twitter Lists
  • 48. Other Research Uses Twitter Users
  • 52. • Don’t wait ‘till the conferences to know about advances • Follow interesting researchers through Twitter and their blogs • Peer-reviewing sucks! • You can learn even more from failed attempts, or work in progress • Open your mind...
  • 54. Buzzer: Twitter RecSys
  • 55. Buzzer • O. Phelan (@phelo), K. McCarthy, B. Smith, “Using Twitter to Recommend Real-Time Topical News”, ACM RecSys 2009 • Goal: News Recommendation • Not using Reuters or similar datasets
  • 58. Why use Twitter? • “Typical” news sites are boring • You’ll get compared to Google News • You’re innovating just by use Twitter • You’ll benefit from Twitter hype • You get a real and interesting system to deploy on real conditions
  • 59. FlickrBabel: Multilingual multimedia search
  • 60. Machine Translation • An open problem • But actual state-of-the-art enough for some applications
  • 61. Idea • Do we need a Spanish Metamap? • F. Carrero, J. C. Cortizo, J. M. Gomez, M. de Buenaga “In the Development of a Spanish Metamap”, CIKM 2008 • F. Carrero, J. C. Cortizo, J. M. Gomez, “Testing Concept Indexing in Crosslingual Medical Text Classification”, ICDIM 2008
  • 62. Idea
  • 63. Idea
  • 64. Idea • Results show that using Google Translate is just enough for “simulating” a Spanish Metamap • for classification purposes
  • 65. Extending to SM • We applied the same idea to FlickrBabel
  • 66. Extending to SM • We applied the same idea to FlickrBabel • Search images from Flickr • Babxel also searchs on YouTube • Expands the query and improves the recall
  • 68. FlickrBabel • We got a lot of buzz/users from • Mashable • Loogic • WwwhatsNew • And thousand more blogs/sites
  • 69. evri: entity based search engine (+ API)
  • 70.
  • 71. evri • Not a typical search engine • Real-time • Semantic • Entity recognition • Opinion Mining
  • 73. What’s good • They integrate a lot of technologies from the state-of-the-art on NLP/IR into something usable • The API can be used to develop evri based products and applications • If you have a good technology, build a good product/service around it
  • 77. No good enough? • There isn’t “no good enough” technologies • There are useful or not useful products/ services • Show your technology to the world, they’d be the best ‘reviewers’
  • 79. · Too idealist Too pragmatic · · ‘Fantasy?’ world ‘Real?’ world · · Too many assumptions Too little assumptions · · Research ‘Innovate’ · · Guided by public funds Guided by revenues · · Non-applicable Cuts innovation ·
  • 80. · Too idealist There’s a lot of pragmatic · Too opportunities ‘Real?’ world · · ‘Fantasy?’ world · Too many assumptions Too little assumptions · · Research in the middle!! ‘Innovate’ · · Guided by public funds Guided by revenues · · Non-applicable Cuts innovation ·
  • 81. Entrepreneurship: the Research Way
  • 82. • Choose a real world problem (take care of data availability, competitors and utility) • Develop a great technology • Test in a lab environment and publish • Develop a prototype and grant access to beta testers
  • 83. • Analyze the new results • Write a (presentation based) business plan • Get money from FFF • Develop your product (out of beta) • Get some clients/users
  • 84. • Write a full business plan • You can get help from your University/ other institutions • Get more funding from BA’s and VC’s • Hire the best coders/employees you can get • Monetize your product/service
  • 85. • And don’t stop researching and innovating
  • 86. Jo sé Ca rlo sC or t izo BY, 2010 Pé re z