Genetic Algorithms
4005 756
(Fall 2009)
Auxillary Reading
List
This page will
serve as a repository of references that may be discussed during the
quarter. It will be updated accordingly as the quarter
progresses.
General References (books):
[Coley 1997] David A.
Coley, An Introduction to Genetic
Algorithms for Scientists and Engineers, World Scientific
Publishing Company, 1997.
[Dumitrescu 2000] D.
Dumitrescu, B. Lazzerini, L.C. Jain, A. Dumitrescu, Evolutionary Computation, CRC
Press, New York, 2000.
[Goldberg 1989]
David E. Goldberg, Genetic
Algorithms in Search, Optimization & Machine Learning,
Addison-Wesley, Boston, 1989.
[Koza 1992] John Koza, Genetic Programming: On the Programming of
Computers by Means of Natural Selection, MIT Press, Cambridge, MA, 1992.
[Michalewich 1996]
Zbigniew Michalewicz, Genetic
Algorithms + Data Structures = Evolution Programs, 3rd Edition,
Springer, Berlin, 1996.
[Mitchell 1998] Melanie
Mitchell, An Introduction to Genetic
Algorithms, MIT Press, Cambridge, MA, 1998.
Journal Articles
- [Back, et. al, 1997] Back, T.; Hammel, U.; Schwefel, H.-P., "Evolutionary computation: comments on the history and
current state ," Evolutionary Computation, IEEE Transactions on ,
vol.1, no.1pp.3-17, Apr 1997
- [Burke, Newall, 1999] Burke, E.K.; Newall, J.P., "A multistage evolutionary algorithm for the timetable
problem," Evolutionary Computation, IEEE Transactions on ,
vol.3, no.1pp.63-74, Apr 1999.
- [Clerc, Kennedy] Clerc, M.; Kennedy, J. "The particle swarm - explosion, stability, and
convergence in a multidimensional complex space", Evolutionary Computation, IEEE
Transactions on, Vol.6, Iss.1, Feb 2002, Pages:58-73
- [Gen, Cheng, 1996] Gen, M.; Cheng, R., "A survey of penalty techniques in genetic algorithms,"
Evolutionary Computation,
1996., Proceedings of IEEE International Conference on , vol.,
no.pp.804-809, 20-22 May 1996
- [Geigel, Loui, 2003] Geigel,
J.; Loui, A., "Using
genetic algorithms for album page layouts," Multimedia, IEEE
, vol.10, no.4, pp. 16-27, Oct-Dec 2003.
- [Kreinovich, et. al, 1993] V. Kreinovich, C. Quintana, and O.
Fuentes, "Genetic algorithms: What fitness scaling is optimal?,"
Cybernetics and Systems,
vol. 24, no. 1, pp. 9--26, 1993.
- [Schwefel, Rudolph, 1995] Schwefel, H. and Rudolph, G. 1995. "Contemporary Evolution Strategies". In Proceedings of the Third European
Conference on Advances in Artificial Life (June 04 - 06, 1995).
F. Morán, A. Moreno, J. J. Merelo, and P. Chacón, Eds.
Lecture Notes In Computer Science, vol. 929. Springer-Verlag, London,
893-907.
- [Shi, et. al, 2003] Shi, X.H.; Wan, L.M.; Lee, H.P.; Yang, X.W.;
Wang, L.M.; Liang, Y.C. , "An improved genetic algorithm with variable
population-size and a PSO-GA based hybrid evolutionary algorithm", Machine Learning and Cybernetics, 2003
International Conference on, Vol.3, Iss., 2-5 Nov. 2003, Pages:
1735- 1740 Vol.3
- [Sims 1994] Karl
Sims, Evolving
virtual creatures, Proceedings of the 21st
annual conference on Computer graphics and interactive techniques,
p.15-22,
July 1994
- [Vavak, Fogarty, 1996]
Vavak, F.;
Fogarty, T.C., "Comparison of steady state and generational genetic
algorithms for use in nonstationary environments", Evolutionary Computation, 1996.,
Proceedings of IEEE International Conference on, Vol., Iss.,
20-22 May 1996 Pages:192-195
last updated
09/03/09