MastersWork.RefWagnerEtAl2004 History
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Interesting overview of what it takes to develop GA systems. I disagree with some of the points (I don't think a representation needs to be simple and intuative. It needs to be ''good for evolving''.) Pretty high-level, but still raises some important issues, such as the relationship between the fitness function and the correctness of the solution.
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!Traps and Dangers when Modelling Problems for Genetic Algorithms
!!Stefan Wagner, Michael Affenzeller, Daniel Schragl
!!!Abstract:
This paper describes the relevant steps when modelling a given
problem in order to be attacked by a Genetic Algorithm (GA). As an
example for the whole modelling process the cryptanalysis of a
generic 3-rotor machine is used. Thereby the authors want to
especially highlight the various traps and dangers that might lead to
a complete failure of a GA-based approach. Finally a theoretical
analysis is given that shows why problems like the used example
cannot be solved by Genetic Algorithms sufficiently.
!!!Bibliographical:
[=@inproceedings{ wagner04a,
author = "S. Wagner and M. Affenzeller and D. Schragl",
title = "Traps and Dangers when Modelling Problems for Genetic Algorithms",
booktitle = "Cybernetics and Systems 2004",
editor = "R. Trappl",
publisher = "Austrian Society for Cybernetic Studies",
volume = "1",
pages = "79--84",
year = "2004",
url = "citeseer.ist.psu.edu/wagner04traps.html" }=]
!!!URL:
http://citeseer.ist.psu.edu/635599.html
!!!Notes:
!!Stefan Wagner, Michael Affenzeller, Daniel Schragl
!!!Abstract:
This paper describes the relevant steps when modelling a given
problem in order to be attacked by a Genetic Algorithm (GA). As an
example for the whole modelling process the cryptanalysis of a
generic 3-rotor machine is used. Thereby the authors want to
especially highlight the various traps and dangers that might lead to
a complete failure of a GA-based approach. Finally a theoretical
analysis is given that shows why problems like the used example
cannot be solved by Genetic Algorithms sufficiently.
!!!Bibliographical:
[=@inproceedings{ wagner04a,
author = "S. Wagner and M. Affenzeller and D. Schragl",
title = "Traps and Dangers when Modelling Problems for Genetic Algorithms",
booktitle = "Cybernetics and Systems 2004",
editor = "R. Trappl",
publisher = "Austrian Society for Cybernetic Studies",
volume = "1",
pages = "79--84",
year = "2004",
url = "citeseer.ist.psu.edu/wagner04traps.html" }=]
!!!URL:
http://citeseer.ist.psu.edu/635599.html
!!!Notes:
Page last modified on May 26, 2005, at 08:01 PM