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| Content Provider | ACM Digital Library |
|---|---|
| Author | Yu, Tian-Li You, Ying-Shiuan Lien, Ta-Chun |
| Abstract | This paper examines which elements are necessary for coevolutionary genetic algorithms to evolve cooperative strategies under pure egoistic considerations. Since competitions and cooperations coexist in an auction-based manpower allocation problem, the problem is adopted for further investigation. To alleviate analytical burden, the problem is abstracted to a resource-bidding game under the Nash game framework. A mathematical model for the resource-bidding game is defined and several special cases are illustrated. One of these special cases, named c-mNE, is further investigated due to the existance of cooperative modes. Various kinds of egoistic fitness functions and evolutionary mechanisms are experimented on c-mNE. Based on the experimental results, this paper suggests that coevolutionary mechanisms which properly eliminate aggressive strategies and preserve cooperative strategies can evolve cooperative modes under the pure egoistic assumption. |
| Starting Page | 697 |
| Ending Page | 704 |
| Page Count | 8 |
| File Format | |
| ISBN | 9781450300728 |
| DOI | 10.1145/1830483.1830610 |
| Language | English |
| Publisher | Association for Computing Machinery (ACM) |
| Publisher Date | 2010-07-07 |
| Publisher Place | New York |
| Access Restriction | Subscribed |
| Subject Keyword | Genetic algorithm Coevolution Game theory |
| Content Type | Text |
| Resource Type | Article |
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