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Collec&ve	
  Intelligence	
  
SENAC	
  2014	
  
Prof.	
  Pierre	
  Lévy	
  
Twi?er:	
  @plevy	
  
Canada	
  Research	
  Chair	
  in	
  Collec&ve	
  Inteligence	
  
University	
  of	
  O?awa	
  
PART	
  I	
  
THE	
  BIG	
  PICTURE	
  
Collec&ve	
  Intelligence	
  Exists	
  Already	
  
•  Feature	
  of	
  all	
  animal	
  socie&es:	
  cogni&ve	
  process	
  
at	
  the	
  scale	
  of	
  the	
  society	
  itself	
  
–  Schools	
  of	
  fishes,	
  beehives,	
  anthills,	
  flocks	
  of	
  birds,	
  
herds	
  of	
  mammals,	
  primate	
  socie&es...	
  
•  Human	
  collec&ve	
  intelligence	
  is	
  special	
  
–  Language	
  and	
  symbolic	
  systems	
  
–  Complex	
  social	
  ins&tu&ons	
  
–  Complex	
  technological	
  systems	
  
–  Personal	
  reflexive	
  thought	
  
–  Cultural	
  evolu0on:	
  the	
  growth	
  of	
  human	
  collec&ve	
  
intelligence	
  follows	
  the	
  improvement	
  of	
  media	
  	
  
Algorithmic	
  Knowledge	
  
Info.	
  econ.,	
  reflexive	
  CI,	
  scien&fic	
  humani&es	
  
Typographic	
  Knowledge	
  
Na&on-­‐states,	
  industry,	
  global	
  market,	
  natural	
  sciences	
  
Literate	
  Knowledge	
  
Empires,	
  universal	
  religions,	
  commerce,	
  money,	
  philosophy	
  	
  
Scribal	
  Knowledge	
  
Palace-­‐temples,	
  agriculture,	
  hermeneu&cs,	
  systema&c	
  knowledge	
  	
  
Literate	
  medium–	
  lighter	
  symbols	
  (code	
  or	
  medium)	
  -­‐	
  augments	
  manipula&on	
  
Typographic	
  medium–	
  mass	
  media	
  -­‐	
  automates	
  reproduc&on	
  and	
  diffusion	
  
Algorithmic	
  medium	
  –	
  ubiquity	
  of	
  data	
  and	
  processors	
  -­‐	
  	
  automates	
  manipula&on	
  	
  
Oral	
  Knowledge	
  
Tribes,	
  chamanism,	
  hun&ng-­‐gathering,	
  narra&ves,	
  rituals	
  
Scribal	
  medium–	
  las&ng	
  symbols	
  -­‐	
  augments	
  memory	
  
Media,	
  Cultural	
  Evolu&on	
  and	
  Knowledge	
  
Oral	
  medium–	
  transient	
  symbols	
  -­‐	
  supports	
  thought	
  and	
  symbolic	
  knowledge	
  	
  
Research	
  Program:	
  
Augmen'ng	
  Collec&ve	
  Intelligence	
  	
  
by	
  Using	
  the	
  Algorithmic	
  Medium	
  
•  Compe'ng	
  projects:	
  Ar&ficial	
  Intelligence,	
  
Singularity,	
  Post-­‐humanism,	
  etc.	
  
•  Goal:	
  to	
  augment	
  personal	
  and	
  collec&ve	
  
cogni&ve	
  processes:	
  percep&on,	
  memory,	
  
learning,	
  problem	
  solving,	
  etc.	
  
•  Strategy:	
  Using	
  the	
  algorithmic	
  medium	
  to	
  
make	
  human	
  collec&ve	
  intelligence	
  reflexive	
  
VIRTUAL	
  
Human	
  
development	
  
ACTUAL	
  
Human	
  
development	
  
Networks	
  of	
  
	
  SIGNS	
  
Networks	
  of	
  
BEINGS	
  
Networks	
  of	
  
THINGS	
  
Knowledge	
   Ethics	
   Empowerment	
  
Messages	
   People	
   Equipments	
  
Sciences	
  
Arts	
  
Wisdoms	
  
Governance	
  
Values	
  	
  
Rights/obliga&ons	
  
Competences	
  
Resolve	
  
Finance	
  
Technology	
  
Health	
  
Bio-­‐phys.	
  environt	
  
Social	
  Roles	
  
Trust	
  
Social	
  networks	
  
Content	
  
Communica&on	
  
Media	
  
S	
  
B	
  
T	
  
S	
  
B	
  
T	
  
S	
  
B	
  
T	
  
S	
  
B	
  
T	
  
S	
  
B	
  
T	
  
S	
  
B	
  
T	
  
COLLECTIVE	
  INTELLIGENCE	
  
INTERDEPENDENCE	
  
What	
  Is	
  an	
  Idea?	
  
[Concept	
  +	
  Affect	
  +	
  Percept]	
  +	
  Social	
  context	
  
Transla&on	
  in	
  the	
  algorithmic	
  
[Category	
  +	
  Value	
  +	
  Data]	
  +	
  Social	
  context	
  
What	
  is	
  Cogni&on?	
  
Self-­‐reference,	
  growth,	
  reproduc&on,	
  
evolu&on,	
  cross-­‐pollina&on	
  	
  
of	
  ecosystems	
  of	
  ideas	
  
Reflexive	
  Collec&ve	
  Intelligence	
  
•  Ecosystems	
  of	
  ideas	
  emerging	
  from	
  collec&ve	
  
intelligence	
  in	
  a	
  new	
  genera&on	
  of	
  social	
  media	
  
•  Displayed	
  around	
  each	
  people,	
  community,	
  
thing,	
  place,	
  work	
  of	
  the	
  mind...	
  
•  Interac&on	
  through	
  holograms	
  in	
  VR	
  or	
  AR,	
  by	
  
Google	
  glasses	
  or	
  tablet	
  
•  Embedded	
  powerful	
  tools	
  for	
  selec&on,	
  
explora&on,	
  analysis,	
  synthesis,	
  seman&c	
  
distances	
  measurement	
  
•  Symbiosis	
  communi&es	
  /	
  ecosystems	
  of	
  ideas	
  	
  
•  Symbiosis	
  individual	
  /	
  collec&ve	
  learning	
  	
  
Seman0c	
  Sphere	
  (2020)	
  
Reflexive	
  collec&ve	
  intelligence	
  
World	
  Wide	
  Web	
  (2000)	
  
Global	
  hypermedia	
  public	
  sphere	
  
Internet	
  (1980)	
  
Computer	
  networks	
  
Digital	
  computers	
  (1950)	
  
Electronic	
  circuits	
  
Universal	
  addressing	
  of	
  operators	
  
Universal	
  addressing	
  of	
  data	
  
Universal	
  addressing	
  of	
  metadata	
  (concepts)	
  
Layers	
  of	
  the	
  Algorithmic	
  Medium	
  
Local	
  addressing	
  of	
  data	
  and	
  operators	
   © Pierre Lévy 2012 License Apache 2.0
PART	
  II	
  
TRAINING	
  FOR	
  COLLECTIVE	
  
INTELLIGENCE	
  
•  Indirect	
  self-­‐organized	
  communica&on:	
  
Individuals	
  communicate	
  by	
  modifying	
  
their	
  data-­‐environment	
  (s&mergy).	
  
•  Awareness	
  of	
  situa&ons,	
  contexts,	
  
communi&es,	
  local	
  memories	
  
•  Don’t	
  waste	
  the	
  &me	
  of	
  others	
  :	
  
ignorance,	
  redundance,	
  irrelevance	
  
Network	
  Awareness	
  
•  Ac&ons	
  in	
  the	
  digital	
  medium:	
  subscribe,	
  buy,	
  
comment,	
  record,	
  broadcast,	
  hyperlink,	
  tag,	
  
approve/like,	
  par&cipate	
  to	
  a	
  group,	
  
communicate,	
  etc.	
  
•  Every	
  digital	
  ac&on	
  sculpts	
  the	
  collec&ve	
  memory.	
  
•  We	
  are	
  all	
  poten&ally	
  readers,	
  spectators,	
  
authors,	
  cri&ques,	
  editors,	
  publishers,	
  curators,	
  
librarian	
  and	
  co-­‐responsible	
  of	
  the	
  collec&ve	
  
memory.	
  
•  Knowledge	
  society	
  ci&zenship:	
  help	
  /	
  orient	
  
others.	
  
Personal	
  responsability	
  	
  
of	
  collec0ve	
  memory	
  
Cri0cal	
  Evalua0on	
  of	
  Sources	
  
•  There	
  is	
  no	
  objec&vity	
  
1.  Orienta0on:	
  problems,	
  ques&ons,	
  agendas	
  
2.  Frame:	
  breadth	
  and	
  cuing	
  of	
  the	
  context	
  
3.  Narra0ve:	
  who	
  are	
  the	
  actors,	
  the	
  
«	
  vic&ms	
  »,	
  the	
  beneficiaries...?	
  The	
  same	
  
event	
  can	
  be	
  told	
  in	
  many	
  different	
  ways.	
  
4.  Norms:	
  tacit,	
  explicit	
  
•  Mul&ply	
  and	
  cross-­‐check	
  the	
  sources	
  
Six	
  Ques0ons	
  on	
  Transparency	
  
1.  Who?	
  
Iden&fy	
  the	
  source	
  (people,	
  ins&tu&ons,	
  schools	
  of	
  
thought...)	
  
2.  Where	
  does	
  the	
  money	
  come	
  from?	
  
How	
  many,	
  from	
  what	
  sources?	
  
3.  Why?	
  
What	
  are	
  the	
  ques&ons	
  /	
  problems	
  /	
  agendas	
  (poli&cal,	
  
economic,	
  theore&cal,	
  religious,	
  etc.)	
  of	
  the	
  source?	
  
4.  References?	
  
Are	
  the	
  sources	
  of	
  the	
  source	
  clearly	
  iden&fied?	
  	
  
5.  When	
  
Find	
  the	
  origin	
  in	
  &me	
  of	
  an	
  idea	
  or	
  informa&on.	
  What	
  are	
  
the	
  «	
  temporal	
  lines	
  »	
  of	
  ideas	
  or	
  events.	
  
6.  Is	
  the	
  source	
  transparent	
  on	
  1,	
  2,	
  3,	
  4,	
  5?	
  	
  
Personal	
  Knowledge	
  Management	
  1	
  (PKM)	
  
1.  A?en&on	
  management	
  
–  Define	
  interests,	
  priori&es,	
  areas	
  of	
  exper&se	
  
(acquired	
  and	
  aimed).	
  	
  
Stay	
  focused,	
  avoid	
  distrac&on,	
  keep	
  in	
  mind	
  the	
  big	
  
picture	
  
2.  Connec&on	
  to	
  valuable	
  sources	
  
–  Informa&on	
  streams	
  from	
  people	
  and	
  ins&tu&ons	
  
3.  Gathering	
  and	
  aggrega&on	
  of	
  data	
  streams	
  
4.  Filtering	
  
–  Manual	
  and	
  automa&c	
  (according	
  to	
  1)	
  
5.  Categoriza&on	
  
–  Tagging,	
  folksonomies,	
  classifica&ons,	
  ontologies	
  
Personal	
  Knowledge	
  Management	
  2	
  (PKM)	
  
1.  Recording	
  for	
  long-­‐term	
  memory	
  	
  
–  Data	
  cura&on,	
  social	
  bookmarking,	
  ar&cles,	
  notes	
  and	
  
library	
  management	
  tools,	
  cloud	
  memory	
  
2.  Synthesis	
  
–  Blog	
  posts,	
  ar&cles,	
  wiki	
  entries	
  
3.  Sharing,	
  communica&on	
  
–  Pos&ng	
  result	
  of	
  4,	
  5,	
  6,	
  7	
  on	
  social	
  media.	
  Replies,	
  
crea&ve	
  dialogue	
  
4.  Reassess:	
  a?en&on	
  management,	
  connec&ons,	
  
categoriza&on,	
  PKM	
  tools	
  
Inteligência Coletiva.

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Inteligência Coletiva.

  • 1. Collec&ve  Intelligence   SENAC  2014   Prof.  Pierre  Lévy   Twi?er:  @plevy   Canada  Research  Chair  in  Collec&ve  Inteligence   University  of  O?awa  
  • 2. PART  I   THE  BIG  PICTURE  
  • 3. Collec&ve  Intelligence  Exists  Already   •  Feature  of  all  animal  socie&es:  cogni&ve  process   at  the  scale  of  the  society  itself   –  Schools  of  fishes,  beehives,  anthills,  flocks  of  birds,   herds  of  mammals,  primate  socie&es...   •  Human  collec&ve  intelligence  is  special   –  Language  and  symbolic  systems   –  Complex  social  ins&tu&ons   –  Complex  technological  systems   –  Personal  reflexive  thought   –  Cultural  evolu0on:  the  growth  of  human  collec&ve   intelligence  follows  the  improvement  of  media    
  • 4. Algorithmic  Knowledge   Info.  econ.,  reflexive  CI,  scien&fic  humani&es   Typographic  Knowledge   Na&on-­‐states,  industry,  global  market,  natural  sciences   Literate  Knowledge   Empires,  universal  religions,  commerce,  money,  philosophy     Scribal  Knowledge   Palace-­‐temples,  agriculture,  hermeneu&cs,  systema&c  knowledge     Literate  medium–  lighter  symbols  (code  or  medium)  -­‐  augments  manipula&on   Typographic  medium–  mass  media  -­‐  automates  reproduc&on  and  diffusion   Algorithmic  medium  –  ubiquity  of  data  and  processors  -­‐    automates  manipula&on     Oral  Knowledge   Tribes,  chamanism,  hun&ng-­‐gathering,  narra&ves,  rituals   Scribal  medium–  las&ng  symbols  -­‐  augments  memory   Media,  Cultural  Evolu&on  and  Knowledge   Oral  medium–  transient  symbols  -­‐  supports  thought  and  symbolic  knowledge    
  • 5. Research  Program:   Augmen'ng  Collec&ve  Intelligence     by  Using  the  Algorithmic  Medium   •  Compe'ng  projects:  Ar&ficial  Intelligence,   Singularity,  Post-­‐humanism,  etc.   •  Goal:  to  augment  personal  and  collec&ve   cogni&ve  processes:  percep&on,  memory,   learning,  problem  solving,  etc.   •  Strategy:  Using  the  algorithmic  medium  to   make  human  collec&ve  intelligence  reflexive  
  • 6. VIRTUAL   Human   development   ACTUAL   Human   development   Networks  of    SIGNS   Networks  of   BEINGS   Networks  of   THINGS   Knowledge   Ethics   Empowerment   Messages   People   Equipments   Sciences   Arts   Wisdoms   Governance   Values     Rights/obliga&ons   Competences   Resolve   Finance   Technology   Health   Bio-­‐phys.  environt   Social  Roles   Trust   Social  networks   Content   Communica&on   Media   S   B   T   S   B   T   S   B   T   S   B   T   S   B   T   S   B   T   COLLECTIVE  INTELLIGENCE   INTERDEPENDENCE  
  • 7. What  Is  an  Idea?   [Concept  +  Affect  +  Percept]  +  Social  context   Transla&on  in  the  algorithmic   [Category  +  Value  +  Data]  +  Social  context   What  is  Cogni&on?   Self-­‐reference,  growth,  reproduc&on,   evolu&on,  cross-­‐pollina&on     of  ecosystems  of  ideas  
  • 8. Reflexive  Collec&ve  Intelligence   •  Ecosystems  of  ideas  emerging  from  collec&ve   intelligence  in  a  new  genera&on  of  social  media   •  Displayed  around  each  people,  community,   thing,  place,  work  of  the  mind...   •  Interac&on  through  holograms  in  VR  or  AR,  by   Google  glasses  or  tablet   •  Embedded  powerful  tools  for  selec&on,   explora&on,  analysis,  synthesis,  seman&c   distances  measurement   •  Symbiosis  communi&es  /  ecosystems  of  ideas     •  Symbiosis  individual  /  collec&ve  learning    
  • 9. Seman0c  Sphere  (2020)   Reflexive  collec&ve  intelligence   World  Wide  Web  (2000)   Global  hypermedia  public  sphere   Internet  (1980)   Computer  networks   Digital  computers  (1950)   Electronic  circuits   Universal  addressing  of  operators   Universal  addressing  of  data   Universal  addressing  of  metadata  (concepts)   Layers  of  the  Algorithmic  Medium   Local  addressing  of  data  and  operators   © Pierre Lévy 2012 License Apache 2.0
  • 10. PART  II   TRAINING  FOR  COLLECTIVE   INTELLIGENCE  
  • 11. •  Indirect  self-­‐organized  communica&on:   Individuals  communicate  by  modifying   their  data-­‐environment  (s&mergy).   •  Awareness  of  situa&ons,  contexts,   communi&es,  local  memories   •  Don’t  waste  the  &me  of  others  :   ignorance,  redundance,  irrelevance   Network  Awareness  
  • 12. •  Ac&ons  in  the  digital  medium:  subscribe,  buy,   comment,  record,  broadcast,  hyperlink,  tag,   approve/like,  par&cipate  to  a  group,   communicate,  etc.   •  Every  digital  ac&on  sculpts  the  collec&ve  memory.   •  We  are  all  poten&ally  readers,  spectators,   authors,  cri&ques,  editors,  publishers,  curators,   librarian  and  co-­‐responsible  of  the  collec&ve   memory.   •  Knowledge  society  ci&zenship:  help  /  orient   others.   Personal  responsability     of  collec0ve  memory  
  • 13. Cri0cal  Evalua0on  of  Sources   •  There  is  no  objec&vity   1.  Orienta0on:  problems,  ques&ons,  agendas   2.  Frame:  breadth  and  cuing  of  the  context   3.  Narra0ve:  who  are  the  actors,  the   «  vic&ms  »,  the  beneficiaries...?  The  same   event  can  be  told  in  many  different  ways.   4.  Norms:  tacit,  explicit   •  Mul&ply  and  cross-­‐check  the  sources  
  • 14. Six  Ques0ons  on  Transparency   1.  Who?   Iden&fy  the  source  (people,  ins&tu&ons,  schools  of   thought...)   2.  Where  does  the  money  come  from?   How  many,  from  what  sources?   3.  Why?   What  are  the  ques&ons  /  problems  /  agendas  (poli&cal,   economic,  theore&cal,  religious,  etc.)  of  the  source?   4.  References?   Are  the  sources  of  the  source  clearly  iden&fied?     5.  When   Find  the  origin  in  &me  of  an  idea  or  informa&on.  What  are   the  «  temporal  lines  »  of  ideas  or  events.   6.  Is  the  source  transparent  on  1,  2,  3,  4,  5?    
  • 15. Personal  Knowledge  Management  1  (PKM)   1.  A?en&on  management   –  Define  interests,  priori&es,  areas  of  exper&se   (acquired  and  aimed).     Stay  focused,  avoid  distrac&on,  keep  in  mind  the  big   picture   2.  Connec&on  to  valuable  sources   –  Informa&on  streams  from  people  and  ins&tu&ons   3.  Gathering  and  aggrega&on  of  data  streams   4.  Filtering   –  Manual  and  automa&c  (according  to  1)   5.  Categoriza&on   –  Tagging,  folksonomies,  classifica&ons,  ontologies  
  • 16. Personal  Knowledge  Management  2  (PKM)   1.  Recording  for  long-­‐term  memory     –  Data  cura&on,  social  bookmarking,  ar&cles,  notes  and   library  management  tools,  cloud  memory   2.  Synthesis   –  Blog  posts,  ar&cles,  wiki  entries   3.  Sharing,  communica&on   –  Pos&ng  result  of  4,  5,  6,  7  on  social  media.  Replies,   crea&ve  dialogue   4.  Reassess:  a?en&on  management,  connec&ons,   categoriza&on,  PKM  tools