{"product_id":"specialization-in-collective-behavior-systems-von-geoff-nitschke","title":"Specialization in Collective Behavior Systems","description":"\u003cp\u003e¿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.\u003c\/p\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783838322506\"\u003e\u003ch3\u003eThe Role of Emergent Specialization in Collective Behavior\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Softcover - 9783838322506","offer_id":39498877861981,"sku":"9783838322506","price":68.0,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/0ddcc43b-d919-4b9a-b01e-d71bcde06ea0.jpg?v=1758343741","url":"https:\/\/shop.autorenwelt.de\/en\/products\/specialization-in-collective-behavior-systems-von-geoff-nitschke","provider":"Autorenwelt Shop","version":"1.0","type":"link"}