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  Faster Evolutionary Algorithms by Superior Graph Representation

Doerr, B., Klein, C., & Storch, T. (2007). Faster Evolutionary Algorithms by Superior Graph Representation. In First IEEE Symposium on Foundations of Computational Intelligence (FOCI-2007) (pp. 245-250). Piscataway, N.J.: IEEE. doi:10.1109/FOCI.2007.372176.

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 Creators:
Doerr, Benjamin1, Author           
Klein, Christian1, Author           
Storch, Tobias2, Author
Affiliations:
1Algorithms and Complexity, MPI for Informatics, Max Planck Society, ou_24019              
2External Organizations, ou_persistent22              

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 Abstract: We present a new representation for individuals in problems that have cyclic permutations as solutions. To demonstrate its usefulness, we analyze a simple randomized local search and a (1+1) evolutionary algorithm for the Eulerian cycle problem utilizing this representation. Both have an expected run-time of $\Theta(m^2 \log(m))$, where $m$ denotes the number of edges of the input graph. This clearly beats previous solutions, which all have an expected optimization time of $\Theta(m^3)$ or worse (PPSN~'06, CEC~'04). We are optimistic that our representation also allows superior solutions for other cyclic permutation problems. For NP-complete ones like the TSP, however, other means than theoretical run-time analyses are necessary.

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Language(s): eng - English
 Dates: 2008-03-0520072007
 Publication Status: Issued
 Pages: -
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 Table of Contents: -
 Rev. Type: -
 Identifiers: eDoc: 356747
DOI: 10.1109/FOCI.2007.372176
Other: Local-ID: C12573CC004A8E26-AB11529D580C94B0C125728B00473C81-bks07
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Title: 1st IEEE Symposium on Foundations of Computational Intelligence
Place of Event: Honolulu, HI, USA
Start-/End Date: 2007-04-01 - 2007-04-05

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Title: First IEEE Symposium on Foundations of Computational Intelligence (FOCI-2007)
  Abbreviation : FOCI 2007
Source Genre: Proceedings
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Publ. Info: Piscataway, N.J. : IEEE
Pages: - Volume / Issue: - Sequence Number: - Start / End Page: 245 - 250 Identifier: ISBN: 1-424-40698-6