Expected runtimes of evolutionary algorithms for the Eulerian cycle problem

作者: Frank Neumann

DOI: 10.1016/J.COR.2006.12.009

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摘要: Evolutionary algorithms are randomized search heuristics, which applied to problems whose structure is not well understood, as in combinatorial optimization. They have successfully been different kinds of arc routing problems. To start the analysis evolutionary with respect expected optimization time on these problems, we consider Eulerian cycle problem. We show that a variant well-known (1+1) EA working important encoding permutations able find an tour graph polynomial time. Altering operator used for mutation considered algorithms, changes from exponential.

参考文章(15)
Ingo Wegener, Daniel Howard, Martin Pelikan, Adrian Stoica, Benjamin Doerr, Sanjeev Kumar, Kumara Sastry, Jason Moore, Maarten Keijzer, Kenneth Stanley, Kalyanmoy Deb, Nikolaus Hansen, Julian Francis Miller, Jordan Pollack, Clare Bates Congdon, Frank Neumann, Giuliano Antoniol., Fernando G. Lobo, El-Ghazali Talbi, John H. Holmes, Gregory S. Hornby, James Kennedy, Genetic and Evolutionary Computation Conference 2008 : GECCO 2008 genetic and evolutionary computation conference. ,(2008)
G. Polya, A. Robson, How to Solve It ,(1945)
Carsten Witt, Worst-case and average-case approximations by simple randomized search heuristics symposium on theoretical aspects of computer science. pp. 44- 56 ,(2005) , 10.1007/978-3-540-31856-9_4
Philippe Lacomme, Christian Prins, Wahiba Ramdane-Chérif, A Genetic Algorithm for the Capacitated Arc Routing Problem and Its Extensions evoworkshops on applications of evolutionary computing. ,vol. 2037, pp. 473- 483 ,(2001) , 10.1007/3-540-45365-2_49
Oliver Giel, Ingo Wegener, Evolutionary Algorithms and the Maximum Matching Problem symposium on theoretical aspects of computer science. pp. 415- 426 ,(2003) , 10.1007/3-540-36494-3_37
Jens Scharnow, Karsten Tinnefeld, Ingo Wegener, Fitness Landscapes Based on Sorting and Shortest Paths Problems parallel problem solving from nature. pp. 54- 63 ,(2002) , 10.1007/3-540-45712-7_6
Frank Neumann, Ingo Wegener, Randomized Local Search, Evolutionary Algorithms, and the Minimum Spanning Tree Problem genetic and evolutionary computation conference. pp. 713- 724 ,(2004) , 10.1007/978-3-540-24854-5_73
Carl Hierholzer, Chr Wiener, Ueber die Möglichkeit, einen Linienzug ohne Wiederholung und ohne Unterbrechung zu umfahren Mathematische Annalen. ,vol. 6, pp. 30- 32 ,(1873) , 10.1007/BF01442866