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Influence of chance, history, and adaptation on digital evolution

Wagenaar, Daniel A. and Adami, Christoph (2004) Influence of chance, history, and adaptation on digital evolution. Artificial Life, 10 (2). pp. 181-190. ISSN 1064-5462. http://resolver.caltech.edu/CaltechAUTHORS:WAGal04

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Abstract

We evolved multiple clones of populations of digital organisms to study the effects of chance, history, and adaptation in evolution. We show that clones adapted to a specific environment can adapt to new environments quickly and efficiently, although their history remains a significant factor in their fitness. Adaptation is most significant (and the effects of history less so) if the old and new environments are dissimilar. For more similar environments, adaptation is slower while history is more prominent. For both similar and dissimilar transfer environments, populations quickly lose the ability to perform computations (the analogue of beneficial chemical reactions) that are no longer rewarded in the new environment. Populations that developed few computational "genes" in their original environment were unable to acquire them in the new environment.


Item Type:Article
Related URLs:
URLURL TypeDescription
http://dx.doi.org/10.1162/106454604773563603DOIUNSPECIFIED
http://www.mitpressjournals.org/doi/abs/10.1162/106454604773563603PublisherUNSPECIFIED
Additional Information:© 2004 Massachusetts Institute of Technology. Posted Online March 11, 2006. D.A.W. wishes to thank Justin Smith for useful discussions. This material is based upon work supported by the NSF under Award No. DEB-9981397.
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Funding AgencyGrant Number
NSFDEB-9981397
Record Number:CaltechAUTHORS:WAGal04
Persistent URL:http://resolver.caltech.edu/CaltechAUTHORS:WAGal04
Usage Policy:No commercial reproduction, distribution, display or performance rights in this work are provided.
ID Code:13485
Collection:CaltechAUTHORS
Deposited By: Tony Diaz
Deposited On:10 Jul 2009 17:05
Last Modified:26 Dec 2012 10:51

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