
Complexity: A Very Short Introduction (Very Short Introductions)

As the field of complexity studies has developed, it has split into two subfields that examine two different kinds of emergence: the study of complex physical systems (CPS) and the study of complex adaptive systems (CAS):
John H. Holland • Complexity: A Very Short Introduction (Very Short Introductions)
Performance designates an agent’s behavioural repertoire at a point in time, typically specified by a set of conditional IF/THEN rules.
John H. Holland • Complexity: A Very Short Introduction (Very Short Introductions)
His famous example examines the effect on a conical sandpile of a narrow stream of sand grains falling on its apex: at a critical stage, cascades of sand avalanche to the bottom of the pile, completely changing its conical shape. Bak named this phenomenon self-organized criticality.
John H. Holland • Complexity: A Very Short Introduction (Very Short Introductions)
This marketing approach, called a bucket brigade algorithm in the literature, has the great advantage that each rule need only be ‘aware’ of the strengths of its immediate predecessors and successors (Figure 7).
John H. Holland • Complexity: A Very Short Introduction (Very Short Introductions)
analysis depends upon methods for discovering and exploiting recurring patterns in generated systems.
John H. Holland • Complexity: A Very Short Introduction (Very Short Introductions)
‘fat-tailed’ behaviour, where rare events (e.g. mass extinctions and market crashes) occur much more often than would be predicted by a normal (bell-curve) distribution
John H. Holland • Complexity: A Very Short Introduction (Very Short Introductions)
All CAS agents, whatever their particularities, have three levels of activity: 1. Performance (moment-by-moment capabilities) 2. Credit-assignment (rating the usefulness of available capabilities) 3. Rule-discovery (generating new capabilities).
John H. Holland • Complexity: A Very Short Introduction (Very Short Introductions)
CAS studies, in contrast to CPS studies, concern themselves with elements that are not fixed.
John H. Holland • Complexity: A Very Short Introduction (Very Short Introductions)
usually called agents, learn or adapt in response to interactions with other agents.