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Book synopsis

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.

Book details

• Full title: Specialization in Collective Behavior Systems
• Subtitle: The Role of Emergent Specialization in Collective Behavior
• Author: Geoff Nitschke
• Language: English
• Binding: Paperback
• Number of pages: 188
• EAN: 9783838322506
• ID: 07027622
• Publisher: LAP Lambert Academic Publishing
• Weight: 296 g
• Dimensions: 220 × 150 × 11 mm
• Published: 2009

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