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Specialization in Collective Behavior Systems

Specialization in Collective Behavior Systems

von Geoff Nitschke
Softcover - 9783838322506
68,00 €
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Beschreibung

¿Specialization in Collective Behavior Systems¿ describes a novel method called: Collective Neuro-Evolution (CONE) that operates within computer simulation to solve collective behavior problems. A collective behavior problem is a task that can only be solved by multiple agents (computer programs) working cooperatively. The book''s topic is situated in the neuro-evolution research field: the intersection of evolutionary computation, and neural computation research. Given a collective behavior problem, CONE designs multi-agent behavior such that agents cooperate in order to solve the problem. CONE works via adapting agent behavior and agent interactions during a computer simulation, and purposefully facilitates and uses specialization that emerges as agents interact. Using emergent specialization as a problem solving mechanism allows CONE to outperform related methods that also solve computer simulated collective behavior problems.

The Role of Emergent Specialization in Collective Behavior

Details

Verlag LAP LAMBERT Academic Publishing
Ersterscheinung 13. September 2010
Maße 22 cm x 15 cm x 1.2 cm
Gewicht 298 Gramm
Format Softcover
ISBN-13 9783838322506
Seiten 188