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On the Influence of Lifetime Learning on Selection Pressure


Ingo Paenke, Tadeusz Kawecki, Bernhard Sendhoff



Published: 2006 August
Herausgeber: LM. Rocha, LS. Yaeger, MA. Bedau, D. Floreano, RL. Goldstone and A. Vespignani
Buchtitel: Artificial Life X : Proceedings of the Tenth International Conference on the Simulation and Synthesis of Living Systems
Seiten: 500--506
Verlag: MIT Press
Organisation: International Society for Artificial Life
Referierte Veröffentlichung
BibTeX

Kurzfassung
Evidence for both, acceleration and deceleration of evolution through learning can be found in the literature. We suggest a selection gradient model that allows to predict whether acceleration or deceleration is predominant. The main idea is that learning alters the genotype-to-fitness landscape, which determines selection pressure. Assuming that fitness can be split up into an innate and a learned component, conditions for the occurrence of the Baldwin and the Hiding effect are derived. We introduce learning curves to analyse what we term lifetime fitness. The influence of the shape of the learning curve on the interaction between evolution and learning is analysed.

ISBN: 0262681625
Download: Media:2006_1105_Paenke_On_the_Influenc_1.pdf,Media:2006_1105_Paenke_On_the_Influenc_1.ps

Projekt

EVOLEARN



Forschungsgruppe

Effiziente Algorithmen


Forschungsgebiet
Softcomputing


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