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Towards Hybrid and Diversity‐Aware 
Collective Adaptive Systems
Collective Adaptive Systems
Fausto Giunchiglia Vincenzo Maltese 
d
l
d
Stuart Anderson Daniele Miorandi
DISI, University of Trento, Trento, Italy
School of Informatics, University of Edinburgh, Edinburgh, UK
School of Informatics University of Edinburgh Edinburgh UK
U‐Hopper & CREATE‐NET, Trento, Italy

26/09/2013

www.smart‐society‐project.eu
Smart Society

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2
Ride sharing application
d h
l

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3
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4
How is this Collective Adaptive?
h
ll
d
?
 Reputation (Joe should have one too)
Reputation (Joe should have one too)
 Reputation is a collective asset.
 R
Reputation drives selection process
t ti d i
l ti
 Reputation aggregates behaviour

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5
Aggregation/Stratification
/
f
 Aggregation builds collective assets
Aggregation builds collective assets.
 Goes together with stratification
 St tifi ti
Stratification determines the “relevant” population
d t
i
th “ l
t”
l ti
 Stratification is driven by particular observations on the 

population.
l ti
 Aggregation/Stratification builds layered systems
 Aggregation/Stratification support collectives as actors
 Empirically there are ethical concerns
 Aggregation used to justify lack of transparency
 Stratification can identify
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6
Layered Systems
d
 Layer 2: Incentivising the creation of self organising
Layer 2: Incentivising the creation of self organising






transport groups – analyse data, bring people together, 
improved reliability, stable cost.
improved reliability, stable cost.
Aggregation of Trip data is essential to achieve this and 
stratification drives specificity.
stratification drives specificity.
The extra layer changes evidence from the first layer.
Layer 3: Incentivise the creation of policy experimentation 
Layer 3: Incentivise the creation of policy experimentation
based on evidence from layer 1 and 2.
Requires aggregation of modes of organisation/provision…
Requires aggregation of modes of organisation/provision

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7
Social Computation
l
 Programming model that taking humans and programs
Programming model that taking humans and programs 

working in close cooperation.
 Human computation depends on resources (e g
Human computation depends on resources (e.g. 
communication) and incentives
 There are many emerging models:
There are many emerging models:
 Mechanical turk
 Games with a purpose
Games with a purpose
 Crowdsourcing
…

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8
Compositionality
l
 Slogan – “the meaning of the whole is a function of the
Slogan – the meaning of the whole is a function of the 






meaning of the parts”.
Key property if systems are to be intellectually tractable.
Key property if systems are to be intellectually tractable
Many components don’t compose nicely.
Meaning is context dependent, “good enough” semantics 
M
i i
t td
d t “ d
h”
ti
could deploy humans to resolve context/calculate 
semantics, could be relativised to the context.
semantics could be relativised to the context
Compositionality potentially generalises ideas about 
aggregation suggests architectures of  social machines
aggregation suggests architectures of “social machines”

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9
Conclusions
l
 Social computation is the key to support Hybridity
Social computation is the key to support Hybridity.
 Compositionality is the key tool to support Diversity and 

tractability of Social Computation.
tractability of Social Computation

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10

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Towards Hybrid and Diversity‐Aware Collective Adaptive Systems

  • 1. Towards Hybrid and Diversity‐Aware  Collective Adaptive Systems Collective Adaptive Systems Fausto Giunchiglia Vincenzo Maltese  d l d Stuart Anderson Daniele Miorandi DISI, University of Trento, Trento, Italy School of Informatics, University of Edinburgh, Edinburgh, UK School of Informatics University of Edinburgh Edinburgh UK U‐Hopper & CREATE‐NET, Trento, Italy 26/09/2013 www.smart‐society‐project.eu
  • 5. How is this Collective Adaptive? h ll d ?  Reputation (Joe should have one too) Reputation (Joe should have one too)  Reputation is a collective asset.  R Reputation drives selection process t ti d i l ti  Reputation aggregates behaviour 26/09/2013 www.smart‐society‐project.eu 5
  • 6. Aggregation/Stratification / f  Aggregation builds collective assets Aggregation builds collective assets.  Goes together with stratification  St tifi ti Stratification determines the “relevant” population d t i th “ l t” l ti  Stratification is driven by particular observations on the  population. l ti  Aggregation/Stratification builds layered systems  Aggregation/Stratification support collectives as actors  Empirically there are ethical concerns  Aggregation used to justify lack of transparency  Stratification can identify 26/09/2013 www.smart‐society‐project.eu 6
  • 7. Layered Systems d  Layer 2: Incentivising the creation of self organising Layer 2: Incentivising the creation of self organising     transport groups – analyse data, bring people together,  improved reliability, stable cost. improved reliability, stable cost. Aggregation of Trip data is essential to achieve this and  stratification drives specificity. stratification drives specificity. The extra layer changes evidence from the first layer. Layer 3: Incentivise the creation of policy experimentation  Layer 3: Incentivise the creation of policy experimentation based on evidence from layer 1 and 2. Requires aggregation of modes of organisation/provision… Requires aggregation of modes of organisation/provision 26/09/2013 www.smart‐society‐project.eu 7
  • 8. Social Computation l  Programming model that taking humans and programs Programming model that taking humans and programs  working in close cooperation.  Human computation depends on resources (e g Human computation depends on resources (e.g.  communication) and incentives  There are many emerging models: There are many emerging models:  Mechanical turk  Games with a purpose Games with a purpose  Crowdsourcing … 26/09/2013 www.smart‐society‐project.eu 8
  • 9. Compositionality l  Slogan – “the meaning of the whole is a function of the Slogan – the meaning of the whole is a function of the      meaning of the parts”. Key property if systems are to be intellectually tractable. Key property if systems are to be intellectually tractable Many components don’t compose nicely. Meaning is context dependent, “good enough” semantics  M i i t td d t “ d h” ti could deploy humans to resolve context/calculate  semantics, could be relativised to the context. semantics could be relativised to the context Compositionality potentially generalises ideas about  aggregation suggests architectures of  social machines aggregation suggests architectures of “social machines” 26/09/2013 www.smart‐society‐project.eu 9
  • 10. Conclusions l  Social computation is the key to support Hybridity Social computation is the key to support Hybridity.  Compositionality is the key tool to support Diversity and  tractability of Social Computation. tractability of Social Computation 26/09/2013 www.smart‐society‐project.eu 10