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Balancing population- and individual-level adaptation in changing environments
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Paenke, Ingo, Jin, Yaochu and Branke, Jürgen. (2009) Balancing population- and individual-level adaptation in changing environments. Adaptive Behaviour, Vol.17 (No.2). pp. 153-174. ISSN 1059-7123
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Official URL: http://dx.doi.org/10.1177/1059712309103566
Abstract
This article examines the interdependency of population-level adaptation (evolution) and individual-level adaptation (learning). More specifically, we assume a trade-off between the two means of adaptation, that is, a higher individual-level adaptation can only be achieved with a reduced population level adaptation and vice versa. This trade-off is apparent in computational evolutionary systems, and there is also evidence that it exists in nature. As we show, despite this considered trade-off, there exist environments in which a combined adaptation scheme is optimal. Furthermore, we demonstrate that the optimal adaptive behavior produced by a particular distribution of population- and individual-level adaptation depends on the environmental dynamics. Finally, we verify that the optimal balance (i. e., an optimal learning effort) can emerge from evolution when there is a trade-off between reproduction and lifetime.
| Item Type: | Journal Article | ||||
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| Subjects: | Q Science > QA Mathematics > QA76 Electronic computers. Computer science. Computer software B Philosophy. Psychology. Religion > BF Psychology H Social Sciences |
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| Divisions: | Faculty of Social Sciences > Warwick Business School | ||||
| Journal or Publication Title: | Adaptive Behaviour | ||||
| Publisher: | Sage Publications Ltd. | ||||
| ISSN: | 1059-7123 | ||||
| Official Date: | June 2009 | ||||
| Dates: |
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| Volume: | Vol.17 | ||||
| Number: | No.2 | ||||
| Number of Pages: | 22 | ||||
| Page Range: | pp. 153-174 | ||||
| Identification Number: | 10.1177/1059712309103566 | ||||
| Status: | Peer Reviewed | ||||
| Publication Status: | Published | ||||
| Access rights to Published version: | Restricted or Subscription Access | ||||
| URI: | http://wrap.warwick.ac.uk/id/eprint/28308 |
Data sourced from Thomson Reuters' Web of Knowledge
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