Path: utzoo!attcan!utgpu!jarvis.csri.toronto.edu!rutgers!gatech!prism!robinson From: robinson@prism.gatech.EDU (Stephen M. Robinson) Newsgroups: comp.ai Subject: Re: Discover Patterns in GAs Summary: references to papers on genetic algorithms Keywords: genetic algorithms Message-ID: <896@hydra.gatech.EDU> Date: 28 Jun 89 15:31:03 GMT References: <1020@cb.ecn.purdue.edu> <7388@cs.Buffalo.EDU> <893@hydra.gatech.EDU> <2456@yunexus.UUCP> Reply-To: robinson@prism.gatech.EDU (Stephen M. Robinson) Organization: Georgia Tech Computer Science, AI Group Lines: 85 In article <2456@yunexus.UUCP> gall@yunexus.UUCP (Norman R. Gall) writes: >robinson@prism.gatech.EDU (Stephen M. Robinson) writes: >>I believe the author is looking for information pertaining >>to genetic algorithms. >Could we who live in the AI underworld have a reference for this? >nrg I am not a researcher in genetic algorithms so I can't point you personally to "classic" refs but I have found some possible sources. So, the following refs are provided "as is:" :-) BTW, GA's have been discussed several times in the past on comp.ai but I did not follow the discussions so the following may be redundant. First, a couple of lists gleaned from fellow students' computer accounts here at Georgia Tech. ======================================== The following books give a good overview of genetic learning systems: Adaptation in Natural and rtificial Systems, J. H. Holland, Univ. Michigan Press: Ann Arbor, 1975. Induction: Processes of Inference, Learning, and Discovery, J. H. Holland, K. J. Holyoak, R. E. Nisbett and P. A. Thagard, MIT Press: Cambridge, 1986. Genetic Algorithms and Simulated Annealing, L. Davis (ed.), Pitman: London, 1987. Genetic Algorithms and Their Applications: Proceedings of the 2nd Intl. Conf. Genetic Algorithms, J. J. Grefenstette (ed.), Lawrence Erlbaum Assoc: Hillsdale, 1987. There is also a bulletin board devoted to genetic algorithms and related topics. To join, send a request to: GA-List-Request@NRL-AIC.ARPA [Note: I have no idea whether this list is still active.] ========= [No sources were listed with these so I don't know if they will help] Rosenberg, R. S. (1967) "Simulation of genetic populations with biochemical properties", studies the evolution of populations of single-celled organisms. Reynolds, R. G. (1979) "An adaptive computer model of the evolution of agriculture for hunter-gatherers in the valley of Oaxaca, Mexico", a study that explains a body of archaeological findings. Booker, L. B. (1982) "Intelligent behavior an an adaptation to the task environment", a computational model of cognition and learning in simple creatures. Perry, Z. A. (1984) "Experimental study of speciation in ecological niche theory using genetic algorithms" Grosso, P. B. (1985) "Computer simulation of genetic adaptation: Parallel subcomponent interaction in a multilocus model", studies diploid representations and explicit migration among subpopulations. =========================== Then, I took a quick look at our online IEEE publications catalog and found the following general sources: The journal _Machine Learning_, vol 3., no. 2-3 has a collection of papers on genetic algorithm related topics. I found at least 30 papers from the _2nd International Conference on Genetic Algorithms_, 1987, Cambridge, MA July 1987. Published by LEA, Inc Hillsdale, NJ. I suppose there was a 1st Conf. too..... One of the papers in the first list above is in these proceedings. Also, "Learning using classifier systems: a survey" in Proceedings of CIPS Edmonton '87: Intelligent Integration, Nov 1987. Published by Edmonton Alta, Canadian Information Processing Society. There were others but I don't have time to transcribe them. Hope these help. -- Stephen M. Robinson, AI Group, School of Information and Computer Science Georgia Institute of Technology, Atlanta Georgia, 30332-0280 404-894-8932 uucp: ...!{allegra,amd,hplabs,ut-ngp}!gatech!prism!robinson Internet: robinson@prism.gatech.edu