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Collective Intelligence
            Mi Gao & Sandra Rivera______
Collective intelligence:
concept and implications


Here comes everybody


The cult of the amateur
“Intelligence” and “Collective”

  Intelligence                     Collective

    the “capability of a system     defined as “of, relating to,
      to adapt its behavior to      characteristic of, or made
    meet its goals in a range of     by a number of people
          environments”                 acting as a group”
           (Fogel,1995, p. 22)         (American Heritage Dictionary)




     “the ability to solve hard
            problems”
             (Minsky, 1985)
What is collective
  intelligence?
MIT Center for Collective Intelligence
 Current Working Definition:



 Groups of individuals doing
 things collectively that seem
 intelligent.
Question
  How about beehives and ant colonies are examples of
 groups of insects doing things like finding food sources
 that seem intelligent ?

 Could we even view a single human brain as a collection
 of individual neurons or parts of the brain that
 collectively act intelligently ?
MIT Center for Collective Intelligence


Further Definition:

Collective Intelligence relies upon the individual
knowledge, creativity, and identity of its constituent
parts, and emerges from a synergy between them. In
its highest forms, participating in collective
intelligence can actually help people self-actualize
while solving collective problems.
Wikipedia
    Collective intelligence has been defined as a



“shared or group intelligence that emerges
 from the collaboration and competition of
 many individuals. Collective intelligence
 appears in a wide variety of forms of
 consensus decision making in bacteria,
 animals, humans, and computer networks”.
Levy’s definition


“It is a form of universally distributed
 intelligence, constantly enhanced,
 coordinated in real time, and resulting in
 the effective mobilization of skills.
  (1997, p. 13)
Levy’s Definition

 indispensable characteristic
 The basis and goal of collective intelligence is
 the mutual reorganization and
 enrichment of individuals rather than the
 cult of fetishized or hypostatized communities

(1997, p. 13).
Identifiers of Collective intelligence
      a group of actors


      a set of resources available to those actors


      a set of actions that the actors take


      the collective results of the actions


      a way of evaluating the result
Question
Some people, when they hear the term “collective
intelligence” assume that it implies individuals giving up
their individuality to be somehow subsumed in a group.

What do you think about this opinion ?
Which factors inhibit collective intelligence ?

                     Groupthink and
                 Informational Cascades



                    Social Dilemmas



                  Coordination Failures
Groupthink and Informational Cascades
 Whole turns to be less than the sum of the parts because
 only some parts are actually contributing while
 everyone else imitates or conforms.

 Remedy: mechanisms that foster diversity and
 independence might improve collective intelligence.
Social Dilemmas
 Whole turns to be less than the sum of the parts because
 some parts contribute and the others slack off.

 Remedy: Incentives must be carefully structured to
 reward individual participation as well as collective
 intelligence.
Coordination Failures
 Whole turns to be less than the sum of the parts
 because the parts’ contributions interfere with or cancel
 each other.

 Remedy: evolving structures and practices that
 coordinate individual contribution
                  (Al-Hakim & Memmola, 2008 )
Participation
Question
Why do people take part in the activity?
What motivates them to participate ?
What incentives are at work?
Human Motivation
         Money


         Love
         • 1) intrinsic enjoyment of an activity
         • 2) socializing with others
         • 3) contributing to a cause



         Glory

                                (Malone, Laubacher, and Dellarocas, 2009)
Here comes everybody:
the power of organizing without organizations


                    Clay Shirky
                    • consultant on Internet technologies
                    • Professor in New York University
Here comes everybody

    Group action
    just got easier”
Here comes everybody

             3. Collective
             action

             2. Cooperation


             1. Sharing
Stages in formation of groups: sharing
Stages in formation of groups:   cooperation
Stages in formation of groups:   collective action
Stages in formation of groups:   collective action
Stages in formation of groups:   collective action


     “ Revolution doesn’t happen when
       society adopts new technologies,
       it happens when society adopt
       new behaviors”
       (Shirky, 2008, p. 160)
The cult of the amateur: how blogs, MySpace, YouTube and the
rest of today's user generated media are killing our culture and economy



                                Andrew Keen
                                • Internet entrepreneur
                                • executive at several Silicon Valley
                                  based technology start-ups
The cult of the amateur


“
noble amateur”:


“
the heart of Web 2.0’s cultural revolution and threatens to
turn our intellectual traditions and institutions upside down.
In one sense, it is a digitalized version of Rousseau’s noble
savage, representing the triumph of innocence over
experience, of romanticism over the commonsense wisdom
of the Enlightenment”

(Keen, 2008, p. 36)
The cult of the amateur



                 • has entries “none of them edited
   Wikipedia       or vetted for accuracy.”
“
Our goal is to capture the full range of humanity's various understandings and
knowledge of reality, and thereby to paint a maximally broad and detailed
portrait of our universe as accurately as living humans understand it. We also
expect our approved articles to be, in the long run, as authoritative, error-free,
and well-written as encyclopedia articles are expected to be”
Wikipedia            Citizendium

Year of creation         2001                     2006 (pilot)
                                                  2007 (public)
Creators                 Jimmy Wales              Larry Sanger
                         Larry Sanger
Platform                 Media Wiki               Media Wiki

URL                      www.wikipedia.org        www.citizendium.org

Languages                260                      1 (English)

Articles in English      3,058,844                12,338

Popularity in internet   6                        52,387
(Alexa)
Registered users         10,727,792               2,100 (2007)
Shirky into social media
        Internet has native support for groups and
        conversation at the same time



        All media gets digitized, Internet becomes
        the mode of carriage for all other media



        Media where the audience not only
        consumes media, but also produces it

                                             (Shirky, 2009)
Which model do you prefer, Wikipedia or
Citizendium ?
How valuable is the content generated in social
web ?
Do we need gatekeepers to monitor the
production or the quality of contents found in
social media?
References
•2005. Wikipedia: External peer review/Nature December 2005 [Online]. Wikipedia. Available:
http://en.wikipedia.org/wiki/Wikipedia:External_peer_review/Nature_December_2005 [Accessed 9 October 2009].
•2009. Collective intelligence [Online]. Wikipedia. Available: http://en.wikipedia.org/wiki/Collective_intelligence [Accessed 9
October 2009].
•AL-HAKIM, L. & MEMMOLA, M. 2008. Business Web Strategy: Design, Alignment, and Application, Hershey, PA, USA, IGI Global.
•BONE, J. 2006. Britannica 'still rules' over web rival [Online]. TimesOnline. Available:
http://www.timesonline.co.uk/tol/news/world/article695582.ece [Accessed 9 October 2009].
•CHRISJOHNBECKETT. 2007. Mobile clubbing flashmobs Tate Modern (12 October, 2007) [Online]. Flickr. Available:
http://www.flickr.com/photos/chrisjohnbeckett/1557634786/ [Accessed 09 October 2009].
•GILES, J. 2005. Internet encyclopaedias go head to head. Nature, 438, 900-901.
•KEEN, A. 2008. The cult of the amateur : how blogs, MySpace, YouTube and the rest of today's user generated media are killing our
culture and economy London Nicholas Brealey.
•LÉVY, P., - 1997. Intelligence collective. English
•Collective intelligence : mankind's emerging world in cyberspace / Pierre Lévy ; translated from French by Robert Bononno, New
York :, Plenum Trade.
•MALONE, T. n.d. What is collective intelligence? [Online]. Available: http://www.socialtext.net/mit-cci-
hci/index.cgi?what_is_collective_intelligence [Accessed].
•MALONE, T., LAUBACHER, R. & DELLAROCAS, C. 2009. Harnessing Crowds: Mapping the Genome of Collective Intelligence [Online].
Cambridge, MA: MIT Center for Collective Intelligence. Available: http://cci.mit.edu/publications/CCIwp2009-01.pdf [Accessed 2
October 2009].
•MALONE, T. W. 2006. What is collective intelligence and what will we do about it? [Online]. MIT. Center for Collective Intelligence.
Available: http://cci.mit.edu/about/MaloneLaunchRemarks.html [Accessed 2 October 2009].
•SHIRKY, C. 2008. Here comes everybody: the power of organizing without organizations, London, Allen Lane.
•SHIRKY, C. 2009. Talks Clay Shirky: How social media can make history [Online]. TED Talks. Available:
http://www.ted.com/talks/clay_shirky_how_cellphones_twitter_facebook_can_make_history.html [Accessed 09 October 2009].

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Collective Intelligence

  • 1. Collective Intelligence Mi Gao & Sandra Rivera______
  • 2. Collective intelligence: concept and implications Here comes everybody The cult of the amateur
  • 3. “Intelligence” and “Collective” Intelligence Collective the “capability of a system defined as “of, relating to, to adapt its behavior to characteristic of, or made meet its goals in a range of by a number of people environments” acting as a group” (Fogel,1995, p. 22) (American Heritage Dictionary) “the ability to solve hard problems” (Minsky, 1985)
  • 4. What is collective intelligence?
  • 5. MIT Center for Collective Intelligence Current Working Definition: Groups of individuals doing things collectively that seem intelligent.
  • 6. Question How about beehives and ant colonies are examples of groups of insects doing things like finding food sources that seem intelligent ? Could we even view a single human brain as a collection of individual neurons or parts of the brain that collectively act intelligently ?
  • 7. MIT Center for Collective Intelligence Further Definition: Collective Intelligence relies upon the individual knowledge, creativity, and identity of its constituent parts, and emerges from a synergy between them. In its highest forms, participating in collective intelligence can actually help people self-actualize while solving collective problems.
  • 8. Wikipedia Collective intelligence has been defined as a “shared or group intelligence that emerges from the collaboration and competition of many individuals. Collective intelligence appears in a wide variety of forms of consensus decision making in bacteria, animals, humans, and computer networks”.
  • 9. Levy’s definition “It is a form of universally distributed intelligence, constantly enhanced, coordinated in real time, and resulting in the effective mobilization of skills. (1997, p. 13)
  • 10. Levy’s Definition indispensable characteristic The basis and goal of collective intelligence is the mutual reorganization and enrichment of individuals rather than the cult of fetishized or hypostatized communities (1997, p. 13).
  • 11. Identifiers of Collective intelligence a group of actors a set of resources available to those actors a set of actions that the actors take the collective results of the actions a way of evaluating the result
  • 12. Question Some people, when they hear the term “collective intelligence” assume that it implies individuals giving up their individuality to be somehow subsumed in a group. What do you think about this opinion ?
  • 13. Which factors inhibit collective intelligence ? Groupthink and Informational Cascades Social Dilemmas Coordination Failures
  • 14. Groupthink and Informational Cascades Whole turns to be less than the sum of the parts because only some parts are actually contributing while everyone else imitates or conforms. Remedy: mechanisms that foster diversity and independence might improve collective intelligence.
  • 15. Social Dilemmas Whole turns to be less than the sum of the parts because some parts contribute and the others slack off. Remedy: Incentives must be carefully structured to reward individual participation as well as collective intelligence.
  • 16. Coordination Failures Whole turns to be less than the sum of the parts because the parts’ contributions interfere with or cancel each other. Remedy: evolving structures and practices that coordinate individual contribution (Al-Hakim & Memmola, 2008 )
  • 18. Question Why do people take part in the activity? What motivates them to participate ? What incentives are at work?
  • 19. Human Motivation Money Love • 1) intrinsic enjoyment of an activity • 2) socializing with others • 3) contributing to a cause Glory (Malone, Laubacher, and Dellarocas, 2009)
  • 20. Here comes everybody: the power of organizing without organizations Clay Shirky • consultant on Internet technologies • Professor in New York University
  • 21. Here comes everybody Group action just got easier”
  • 22. Here comes everybody 3. Collective action 2. Cooperation 1. Sharing
  • 23. Stages in formation of groups: sharing
  • 24. Stages in formation of groups: cooperation
  • 25. Stages in formation of groups: collective action
  • 26. Stages in formation of groups: collective action
  • 27. Stages in formation of groups: collective action “ Revolution doesn’t happen when society adopts new technologies, it happens when society adopt new behaviors” (Shirky, 2008, p. 160)
  • 28. The cult of the amateur: how blogs, MySpace, YouTube and the rest of today's user generated media are killing our culture and economy Andrew Keen • Internet entrepreneur • executive at several Silicon Valley based technology start-ups
  • 29. The cult of the amateur “ noble amateur”: “ the heart of Web 2.0’s cultural revolution and threatens to turn our intellectual traditions and institutions upside down. In one sense, it is a digitalized version of Rousseau’s noble savage, representing the triumph of innocence over experience, of romanticism over the commonsense wisdom of the Enlightenment” (Keen, 2008, p. 36)
  • 30. The cult of the amateur • has entries “none of them edited Wikipedia or vetted for accuracy.”
  • 31.
  • 32. “ Our goal is to capture the full range of humanity's various understandings and knowledge of reality, and thereby to paint a maximally broad and detailed portrait of our universe as accurately as living humans understand it. We also expect our approved articles to be, in the long run, as authoritative, error-free, and well-written as encyclopedia articles are expected to be”
  • 33. Wikipedia Citizendium Year of creation 2001 2006 (pilot) 2007 (public) Creators Jimmy Wales Larry Sanger Larry Sanger Platform Media Wiki Media Wiki URL www.wikipedia.org www.citizendium.org Languages 260 1 (English) Articles in English 3,058,844 12,338 Popularity in internet 6 52,387 (Alexa) Registered users 10,727,792 2,100 (2007)
  • 34. Shirky into social media Internet has native support for groups and conversation at the same time All media gets digitized, Internet becomes the mode of carriage for all other media Media where the audience not only consumes media, but also produces it (Shirky, 2009)
  • 35. Which model do you prefer, Wikipedia or Citizendium ? How valuable is the content generated in social web ? Do we need gatekeepers to monitor the production or the quality of contents found in social media?
  • 36. References •2005. Wikipedia: External peer review/Nature December 2005 [Online]. Wikipedia. Available: http://en.wikipedia.org/wiki/Wikipedia:External_peer_review/Nature_December_2005 [Accessed 9 October 2009]. •2009. Collective intelligence [Online]. Wikipedia. Available: http://en.wikipedia.org/wiki/Collective_intelligence [Accessed 9 October 2009]. •AL-HAKIM, L. & MEMMOLA, M. 2008. Business Web Strategy: Design, Alignment, and Application, Hershey, PA, USA, IGI Global. •BONE, J. 2006. Britannica 'still rules' over web rival [Online]. TimesOnline. Available: http://www.timesonline.co.uk/tol/news/world/article695582.ece [Accessed 9 October 2009]. •CHRISJOHNBECKETT. 2007. Mobile clubbing flashmobs Tate Modern (12 October, 2007) [Online]. Flickr. Available: http://www.flickr.com/photos/chrisjohnbeckett/1557634786/ [Accessed 09 October 2009]. •GILES, J. 2005. Internet encyclopaedias go head to head. Nature, 438, 900-901. •KEEN, A. 2008. The cult of the amateur : how blogs, MySpace, YouTube and the rest of today's user generated media are killing our culture and economy London Nicholas Brealey. •LÉVY, P., - 1997. Intelligence collective. English •Collective intelligence : mankind's emerging world in cyberspace / Pierre Lévy ; translated from French by Robert Bononno, New York :, Plenum Trade. •MALONE, T. n.d. What is collective intelligence? [Online]. Available: http://www.socialtext.net/mit-cci- hci/index.cgi?what_is_collective_intelligence [Accessed]. •MALONE, T., LAUBACHER, R. & DELLAROCAS, C. 2009. Harnessing Crowds: Mapping the Genome of Collective Intelligence [Online]. Cambridge, MA: MIT Center for Collective Intelligence. Available: http://cci.mit.edu/publications/CCIwp2009-01.pdf [Accessed 2 October 2009]. •MALONE, T. W. 2006. What is collective intelligence and what will we do about it? [Online]. MIT. Center for Collective Intelligence. Available: http://cci.mit.edu/about/MaloneLaunchRemarks.html [Accessed 2 October 2009]. •SHIRKY, C. 2008. Here comes everybody: the power of organizing without organizations, London, Allen Lane. •SHIRKY, C. 2009. Talks Clay Shirky: How social media can make history [Online]. TED Talks. Available: http://www.ted.com/talks/clay_shirky_how_cellphones_twitter_facebook_can_make_history.html [Accessed 09 October 2009].