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Emergence in Social Behaviour:
Blessing or Curse?
Edmund Chattoe
Department of Sociology
University of Oxford
3, George Street Mews, OX1 2AA
edmund.chattoe@sociology.ox.ac.uk
http://www.sociology.ox.ac.uk/chattoe.html
2
Defining
Emergence
• “Refers to a property of a collection of simple
sub units that comes about through the
interactions of the sub units and is not a
property of any single sub unit. For example,
the organisation of an ant colony is said to
“emerge” from the interactions of the lower-
level behaviours of the ants, and not from any
single ant. Usually, the emergent behaviour is
unanticipated and cannot be directly
deduced from the lower-level behaviours.
Complex systems are usually emergent.”
(Flake 1998)
3
Emergence: Physics
Example
• Emergent property: Pressure.
• Interaction: Collision.
• Sub units: Gas molecules.
• Unanticipated: No.
• Not directly deducible: No.
4
Emergence: Sociology
Example
• Emergent property: Riot.
• Interaction: Shouting, watching,
throwing things, colliding.
• Sub units: Demonstrators.
• Unanticipated: Yes.
• Not directly deducible: Yes.
• Additional problem with
macroscopic measurement.
5
Differences Between
Examples
• Small set of responses.
• Fixed set of responses.
• Local interaction only.
• Deterministic interaction.
6
Tasks of Natural Computing
Applications
Physical
System
Social
System
Regularity
Detection
Prediction
7
What Makes a System
Social?
• It doesn’t take much.
• Stock market behaviour.
• Patient monitoring behaviour.
• Where data comes from
determines what it means.
• Failure to find stable
regularities may not be a
technical problem.
8
Emergent
Simulation
• If you can’t jump the gap
between levels, fill it in.
• Budgeting behaviour example.
• Start with interview data.
• Capture key features of
interaction.
• Result is emergent lifestyle
clustering.
• Emergence for falsification.
9
Conclusion
s
• “Sociality” is a neglected
dimension of NCA success
independent of “technical”
issues.
• Explicit simulation can act as a
complementary technique.
• In social systems, emergence is
a curse for simple data mining
but may be a blessing for testing
theories of social action.
10
Adaptation of Budgetary
Plans
Both individual and social
Individual only
Social only
None
Time steps x 100
70.0060.0050.0040.0030.0020.0010.00.00
15.0
14.5
14.0
13.5
13.0
12.5
12.0
11.5
Mean
Fitness
11
Titl
e
a 6a 3
a 5
D i m e n s i o n 2
1 . 54
a 4
a 7
- 1 .5
a 1 0
- 1 .0
a 8
a 1 1
a 1 2
a 1 3
- .5
1 . 03
a 9
0 . 0
a 4 6
a 4 9
.5
a 2 9
a 2a 1a 0
a 1 4
1 . 0
a 1 8
a 4 1
a 4 2
.52
a 4 7
a 3 9
1 . 5
a 4 8
a 2 5a 2 7
a 4 3
a 1 6
a 2 0
a 2 2
a 4 0
a 4 5
D i m e n s i o n 3D i m e n s i o n 1
1 0 . 0
a 3 7
a 1 7
a 1 9
a 3 3
a 3 2
a 1 5
a 3 6
a 2 6
a 2 3
a 3 8
- .50
a 3 0
a 3 4
a 3 1
a 4 4
a 2 8
a 2 4
- 1 .0- 1
a 2 1
a 3 5
S t r e s s - 1 = .1 5 7 R S q = .8 9

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Emergence in Social Behaviour: Blessing or Curse?

  • 1. 1 Emergence in Social Behaviour: Blessing or Curse? Edmund Chattoe Department of Sociology University of Oxford 3, George Street Mews, OX1 2AA edmund.chattoe@sociology.ox.ac.uk http://www.sociology.ox.ac.uk/chattoe.html
  • 2. 2 Defining Emergence • “Refers to a property of a collection of simple sub units that comes about through the interactions of the sub units and is not a property of any single sub unit. For example, the organisation of an ant colony is said to “emerge” from the interactions of the lower- level behaviours of the ants, and not from any single ant. Usually, the emergent behaviour is unanticipated and cannot be directly deduced from the lower-level behaviours. Complex systems are usually emergent.” (Flake 1998)
  • 3. 3 Emergence: Physics Example • Emergent property: Pressure. • Interaction: Collision. • Sub units: Gas molecules. • Unanticipated: No. • Not directly deducible: No.
  • 4. 4 Emergence: Sociology Example • Emergent property: Riot. • Interaction: Shouting, watching, throwing things, colliding. • Sub units: Demonstrators. • Unanticipated: Yes. • Not directly deducible: Yes. • Additional problem with macroscopic measurement.
  • 5. 5 Differences Between Examples • Small set of responses. • Fixed set of responses. • Local interaction only. • Deterministic interaction.
  • 6. 6 Tasks of Natural Computing Applications Physical System Social System Regularity Detection Prediction
  • 7. 7 What Makes a System Social? • It doesn’t take much. • Stock market behaviour. • Patient monitoring behaviour. • Where data comes from determines what it means. • Failure to find stable regularities may not be a technical problem.
  • 8. 8 Emergent Simulation • If you can’t jump the gap between levels, fill it in. • Budgeting behaviour example. • Start with interview data. • Capture key features of interaction. • Result is emergent lifestyle clustering. • Emergence for falsification.
  • 9. 9 Conclusion s • “Sociality” is a neglected dimension of NCA success independent of “technical” issues. • Explicit simulation can act as a complementary technique. • In social systems, emergence is a curse for simple data mining but may be a blessing for testing theories of social action.
  • 10. 10 Adaptation of Budgetary Plans Both individual and social Individual only Social only None Time steps x 100 70.0060.0050.0040.0030.0020.0010.00.00 15.0 14.5 14.0 13.5 13.0 12.5 12.0 11.5 Mean Fitness
  • 11. 11 Titl e a 6a 3 a 5 D i m e n s i o n 2 1 . 54 a 4 a 7 - 1 .5 a 1 0 - 1 .0 a 8 a 1 1 a 1 2 a 1 3 - .5 1 . 03 a 9 0 . 0 a 4 6 a 4 9 .5 a 2 9 a 2a 1a 0 a 1 4 1 . 0 a 1 8 a 4 1 a 4 2 .52 a 4 7 a 3 9 1 . 5 a 4 8 a 2 5a 2 7 a 4 3 a 1 6 a 2 0 a 2 2 a 4 0 a 4 5 D i m e n s i o n 3D i m e n s i o n 1 1 0 . 0 a 3 7 a 1 7 a 1 9 a 3 3 a 3 2 a 1 5 a 3 6 a 2 6 a 2 3 a 3 8 - .50 a 3 0 a 3 4 a 3 1 a 4 4 a 2 8 a 2 4 - 1 .0- 1 a 2 1 a 3 5 S t r e s s - 1 = .1 5 7 R S q = .8 9