On crossing fitness valleys with the Baldwin Effect
On crossing fitness valleys with the Baldwin Effect
Escaping local optima and crossing fitness valleys to reach higher-fitness regions of a fitness landscape is a ubiquitous concept in much writing on evolutionary difficulty. The Baldwin effect, an interaction between non-heritable lifetime plasticity (e.g. learning) and evolution, has been shown to be able to guide evolutionary change and ‘smooth out’ abrupt fitness changes in fitness landscapes –thus enabling genetic evolution that would otherwise not occur. However, prior work has not provided a detailed study or analysis on the saddle-crossing ability of the Baldwin effect in a simple multi-peaked landscape. Here we provide analytic and simulation studies to investigate the effectiveness and limitations of the Baldwin effect in enabling genotypic evolution to cross fitness valleys. We also discuss how canalisation, an aspect of many prior models of the Baldwin effect, is unnecessary for the Baldwin effect and a hindrance to its valley-crossing ability.
Baldwin Effect, genetic assimilation, canalisation
493-499
Mills, Rob
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Watson, R. A.
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Rocha, Luis M.
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Bedau, Mark
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Floreano, Dario
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Goldstone, Robert
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Vespignani, Alessandro
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Yaeger, Larry
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2006
Mills, Rob
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Watson, R. A.
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Rocha, Luis M.
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Bedau, Mark
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Floreano, Dario
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Goldstone, Robert
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Vespignani, Alessandro
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Yaeger, Larry
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Mills, Rob and Watson, R. A.
(2006)
On crossing fitness valleys with the Baldwin Effect.
Rocha, Luis M., Bedau, Mark, Floreano, Dario, Goldstone, Robert, Vespignani, Alessandro, Yaeger, Larry and Rocha, Luis M.
(eds.)
In Artificial Life X: Proceedings of the Tenth International Conference on the Simulation and Synthesis of Living Systems.
MIT Press.
.
Record type:
Conference or Workshop Item
(Paper)
Abstract
Escaping local optima and crossing fitness valleys to reach higher-fitness regions of a fitness landscape is a ubiquitous concept in much writing on evolutionary difficulty. The Baldwin effect, an interaction between non-heritable lifetime plasticity (e.g. learning) and evolution, has been shown to be able to guide evolutionary change and ‘smooth out’ abrupt fitness changes in fitness landscapes –thus enabling genetic evolution that would otherwise not occur. However, prior work has not provided a detailed study or analysis on the saddle-crossing ability of the Baldwin effect in a simple multi-peaked landscape. Here we provide analytic and simulation studies to investigate the effectiveness and limitations of the Baldwin effect in enabling genotypic evolution to cross fitness valleys. We also discuss how canalisation, an aspect of many prior models of the Baldwin effect, is unnecessary for the Baldwin effect and a hindrance to its valley-crossing ability.
Text
Mills_ALifeX.pdf
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More information
Published date: 2006
Additional Information:
Event Dates: 2006-06
Venue - Dates:
Tenth International Conference on the Simulation and Synthesis of Living Systems (ALifeX), Bloomington, Indiana, United States, 2006-06-01
Keywords:
Baldwin Effect, genetic assimilation, canalisation
Organisations:
Agents, Interactions & Complexity, EEE
Identifiers
Local EPrints ID: 261751
URI: http://eprints.soton.ac.uk/id/eprint/261751
PURE UUID: f743faf7-c77d-42d0-ad43-2889ca3aae02
Catalogue record
Date deposited: 18 Jan 2006
Last modified: 16 Mar 2024 03:42
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Contributors
Author:
Rob Mills
Author:
R. A. Watson
Editor:
Luis M. Rocha
Editor:
Mark Bedau
Editor:
Dario Floreano
Editor:
Robert Goldstone
Editor:
Alessandro Vespignani
Editor:
Larry Yaeger
Editor:
Luis M. Rocha
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