Journals Concerning GA

Artificial Life (MIT Press) [http://mitpress.mit.edu/journal-home.tcl?issn=10645462]

Evolutionary Computation (MIT Press) [http://mitpress.mit.edu/journal-home.tcl?issn =10636560]

IEEE Transactions on Evolutionary Computation (IEEE) [http://www.ieee.com/ pub_preview/evc_toc.html]

IEEE Transactions on Systems, Man, and Cybernetics B: Cybernetics (IEEE) [http://www.ieee.com/pub_preview/smcb_toc.html]

Journal of Artificial Intelligence Research [http://www.cs.washington.edu/research/ jair/home.html]

Journal of Social and Evolutionary Systems (JAI) [http://www.cinti.com/connect-ed/jses]

Machine Learning (Kluwer) [http://www.wkap.nl/journalhome.htm/0885-6125]

Open Systems & Information Dynamics (Kluwer) [http://www.wkap.nl/ journalhome.htm/1230-1612]

Soft Computing [http://link.springer.de/link/service/journals/00500/index.htm]

Complexity International: an Electronic Journal of Complex Systems Research [http://www.csu.edu.au/ci/]

Intelligent Data Analysis-an International Journal [http://www.elsevier.com/ locate/ida]

Journal of Artificial Societies and Social Simulation (full text available) [http://www.soc.surrey.ac.uk/JASSS/JASSS.html]

Machine Learning List [http://www.ics.uci.edu/~mlearn/MLList.html]

Machine Learning Online [http://mlis.www.wkap.nl/contents/ml_toc.htm]

Research Groups and Labs

Artificial Life Lab (Alife) [http://www.alife.statafe.edu] in the Santa Fe Institute.

Avida Group: [http://www.krl.caltech.edu/avida/] in CalTech.

GA research group in Los Alamos Lab [http://www-xdiv.lanl.gov/XCM/research/ genalg/ga.html]

Cognitive Computer Science Research Group [http://www-cse.ucsd.edu/users/rik/ ccsrg.html]

The Navy Center for Applied Research in Artificial Intelligence (NCARAI) [http://www.aic.nrl.navy.mil/].

Genetic Algorithms Group(GAG): [http://www.cs.gmu.edu/research/gag/index.html] , under the direction of Dr. Kenneth De Jong, at George Mason University

Illinois Genetic Algorithms Laboratory (IlliGAL) [http://gal4.ge.uiuc.edu/ illigal.home.html], under the direction of Professor David E. Goldberg [http://www. ge.uiuc.edu/directory/faculty/Goldberg.html].

GENITOR [http://www.cs.colostate.edu/~genitor], directed by Prof. Darrell Whitley [http://www.cs.colostate.edu/~whitley] at Colorado State University.

Research at the Evolutionary computation and neural networks research group [ http://www.cis.syr.edu/ ~mohan/html/research.html] at Syracuse University (Dept. of EECS, Syracuse, NY, USA) under Profs. K. Mehrotra and C. K. Mohan.

University of California at San Diego's Cognitive Computer Science Research Group [http://www-cse.ucsd.edu/users/rik/ccsrg-hp.html] , under the direction of Richard K. Belew.

The Genetic Algorithms Research and Applications Group (MSU GARAGe) [http://GARAGe.cps. msu.edu/ ] at Michigan State University.

Genetic Algorithm Research Group at the University of Michigan [http://www-personal.engin.umich.edu/~streak/garg.html].

Clearinghouse [http://galab3.mh.ua.edu:1025/tcga.html in the University of Alabama, headed by Dr. Robert Elliot Smith [http://hamton.eng.ua.edu/college/people/ rsmith/smith.html].

The Adaptive Computation group [http://www.cs.unm.edu/~forrest/adaptive-web/ac_main.htm] at the University of New Mexico Computer Science Department, under the direction of Prof. Stephanie Forrest [http://www.cs.unm.edu/~forrest/].

The Evolving Cellular Automata (EVCA) Group [http://www.santafe.edu/projects/ evca/index.html] at the Santa Fe Institute.

Genetic Programming (GP) research group at Stanford University, headed by Dr. John Koza [http://www-cs-faculty.stanford.edu/~koza/].

Genetic Programming(GP) research on traffic flow optimization [http://asd.bbn.com/ papers/traffic/ traffic.html], by David Montana and his colleagues in BBN Systems and Technologies.

The Digital Genetics Workgroup [http://www.cs.uidaho.edu/~foster/research] at the University of Idaho.

Computational Engineering and Design Centre [http://www.soton.ac.uk/~ajk/opt/ welcome.html] at Southampton University, led by Prof. A.J. Keane.

Evolutionary and Emergent Behaviour Intelligence and Computation (EEBIC) group [http://www.cs. bham.ac.uk/~rmp/eebic/index.html] at School of Computer Science in the University of Birmingham.

University of Dortmund's Chair of Systems Analysis [http://ls11-www.informatik. uni-dortmund.de/Welcome-e.html], under the direction of Professor Hans-Paul Schwefel [http://ls11-www.informatik.uni-dortmund.de/people/schwefel/] and Professor Wolfgang Banzhaf.

The Laboratory of Microcomputing at the Swiss Federal Institute of Technology (LAMI-EPFL) [http://diwww.epfl.ch/lami].

The Genetic Adaptive Systems LAB (GASLAB) [http://gaslab.cs.unr.edu], under the direction of Dr. Sushil J. Louis.

The Evolutionary and Adaptive Systems (EASy) research group [http://www.cogs. susx.ac.uk/lab/ adapt/index.html] at the University of Sussex founded by Dave Cliff, Inman Harvey, and Phil Husbands.

The Evolutionary Computation Research Group [http://www.dcs.napier.ac.uk/ evol/evo_home.html] in the Department of Computer Studies at Napier University, led by Terry Fogarty.

The optimization group in the Dept. of Mechanical Engineering at Southampton University [http://www.soton.ac.uk/~ajk/opt/welcome.html].

The Adaptive Systems Research Group of the German National Research Center for Computer Science (GMD) [http://borneo.gmd.de/AS/pages/as.html], under the direction of Dr. Heinz Muehlenbein.

The Evolutionary Computing Group [http://www.btc.uwe.ac.uk/evol/index.html] at UWE, Bristol.

Research group at University of Glasgow [http://www.elec.gla.ac.uk/ ~yunli/ reports/evonet.htm], convened by Dr. Yun Li [http://www.elec.gla.ac.uk/~yunli.

The Centre for Neural and Evolutionary Systems(CNES) [http://http2.brunel.ac. uk:8080/~csstdcd/ CNES.html], directed by Dr Dimitri Dracopoulos, in the Dept. of Computer Science, Brunel University, London.

The Artificial Intelligence Research Group [http://www.cs.iastate.edu/ ~honavar/aigroup.html] in the Department of Computer Science at Iowa State University, headed by Dr. Vasant Honavar [http://www.cs.iastate.edu/~gannadm/ homepage.html].

Evolutionary computation research [http://www.shef.ac.uk/uni/projects/gaipp/ index.html] at the Automatic Control & Systems Engineering Department at Sheffield University under the direction of Professor Peter Fleming.

The Plymouth Engineering Design Centre [http://www.tech.plym.ac.uk/ soc/research/edc] at the University of Plymouth headed by Dr Ian Parmee.

Research group in the Logic Systems Laboratory of the Swiss Federal Institute of Technology [http://lslwww.epfl.ch/~moshes/cp.html].

The Machine Learning group (NNGA) [http://www.di.unito.it/pub/WWW/ MLgroup/home.html] at the Dipartimento di Informatica of the University of Torino.

The Evolutionary Computation Group at University of Torino [http://www.di.unito.it/ WWW/MLgroup/ECG/index.html], under the direction of Prof. Attilio Giordana and Prof. Lorenza Saitta.

Research group at the University of Buenos Aires, Argentina [http://www.cea.uba.ar/ aschu/ complex.html]

Evolutionary Computation Research at the National University of San Luis, Argentina [http://proy-unslfm.unsl.edu.ar/proyecto/proyecto.html], under the direction of Professor Raul Gallard.

Conferences

Computational Intelligence Congress List [http://lcewww.et.tudelft.nl/~roubos/ Congress.html]

Foundations of Genetic Algorithms (FOGA), under the International Society for Genetic Algorithms, 1990-, biannual [http://www.wi.leidenuniv.nl/CS/ALP/ foga98.html] .

Parallel Problem Solving from Nature (PPSN), 1990-, biannual [http://ls11-www.informatik.uni-dortmund.de/PPSN].

The On-line World Conference on Soft Computing (WSC1, WSC2, WSC3) [http://www.cranfield.ac.uk/wsc3/]

Software

Matthew's GAlib - A C++ Genetic Algorithms Library that provides the application programmer with a set of genetic algorithm objects. The library has been used on various UNIX platforms as well as MacOS and DOS, written by Matthew Wall (mbwall@mit.edu). [http://lancet.mit.edu/ga/]

GENOCOP (GEnetic algorithm for Numerical Optimization for COnstrained Problems). [http://www.cs.cmu.edu/afs/cs/project/ai-repository/ai/areas/genetic/ga/ systems/ michal/0.html] This system is optimizing any function with any number of linear constraints (equalities and inequalities). Submitted by Zbigniew Michalewicz (zbyszek@mosaic.uncc.edu).

GP C++ kernel version 0.5.x: [http://www.emk.e-technik.th-darmstadt.de/~thomasw/ gp.html] A C++ class library that can be used to apply genetic programming techniques to all kinds of problems. The library defines a class hierarchy. An integral component is the ability to produce automatically defined functions as found in Koza's "Genetic Programming II".

PGAPack: [http://www.netlib.org/utk/misc/sw_survey/urc/html/pgapack.1.html] A general-purpose, data-structure-neutral, parallel genetic algorithm library being developed at Argonne National Laboratory. PGAPack V1.0 is now available. (Updated to V1.0 on Feb. 5, 1996.) Submitted by David Levine (levine@mcs.anl.gov).

REGAL: [ftp://ftp.di.unito.it/pub/MLprog/REGAL3.2] A distributed genetic algorithm-based system, designed for learning First Order Logic concept descriptions from examples. written by Attilio Giordana and Filippo Neri at University of Torino Italy, (attilio@di.unito.it, neri@di.unito.it).

SUGAL: [http://osiris.sund.ac.uk/ahu/sugal/home.html], features a wide range of operators and datatypes. A particular emphasis has been laid on making SUGAL easy to extend and/or configure, written by Andy Hunter (cs0ahu@isis.sund.ac.uk).

GAGS (Genetic Algorithms from Granada, Spain) [http://kal-el.ugr.es/GAGS]: A Genetic Algorithm application generator and class library written mainly in C++.

Computational Intelligence Tool : provides computational intelligence using soft computing. This includes the integration of fuzzy systems, artificial neural networks, clustering algorithms, and evolutionary algorithms. [http://www.flextool.com/ftci.html]

Genetic Algorithm Tool: The Optimizer: provides an environment for applying GA to diverse domains with minimum user interaction and design iteration. [http://www.flextool.com/ftga.html]

Genetic Algorithm Optimization Toolbox (GAOT): using both binary and real representations. [http://www.eos.ncsu.edu/eos/service/ie/research/kay_res/ GAToolBox/gaot/]

A GA Toolbox for use with MATLAB: developed by Andrew Chipperfield, Carlos Fonseca, Peter Fleming and Hartmut Pohlheim. [http://www.shef.ac.uk/ uni/projects/gaipp/gatbx.html]

GEATbx: Genetic and Evolutionary Algorithm Toolbox [http://www.systemtechnik.tu-ilmenau.de/~pohlheim/GA_Toolbox/index.html]

Other Resources

Artificial Intelligence FAQ [http://www.cs.cmu.edu/Groups/AI/html/faqs/ai/ai_general/ top.html]

Artificial Life FAQ [http://www.cs.cmu.edu/Groups/AI/html/faqs/ai/alife/faq.html]

EC FAQ (The Hitchhiker's Guide to Evolutionary Computation) [http://www.cs. purdue.edu/coast/ archive/clife/FAQ/www/]

Expert System Shells FAQ [http://www.cs.cmu.edu/Groups/AI/html/faqs/ai/expert/ part1/faq.html]

Fuzzy Logic FAQ [http://www.cs.cmu.edu/Groups/AI/html/faqs/ai/fuzzy/part1/ faq.html]

Genetic Algorithms FAQ [http://www.cs.cmu.edu/Groups/AI/html/faqs/ai/genetic/ top.html]

Neural Networks FAQ [http://www.cs.cmu.edu/Groups/AI/html/faqs/ai/neural/ faq.html]

Genetic Programming: write to genetic-programming-request@cs.stanford.edu with "subscribe" in the subject.

GA-List (Genetic Algorithms List): write to ga-list-request@aic.nrl.navy.mil.

GAlib Mailing List: write to galib@mit.edu with "subscribe " in the subject.

Digest of Fuzzy newsgroup: write to listproc@dbai.tuwien.ac.at with "subscribe" in the subject.

ML-List (Machine Learning List) [http://www.ics.uci.edu/~mlearn/MLList.html].

AI List: [http://ai.iit.nrc.ca/ai_point.html] A very comprehensive listing of AI on the Internet by Institute for Information Technology, National Research Council of Canada.

A list of reference Complex Systems and Artificial Life[http://lslwww.epfl.ch/~moshes/ alife_links.html].

Evolutionary Computation--A Subject Catalogue [http://www1.st.rim.or.jp/~kanada/ EC-index.html]: A collection maintained by a Japanese research named Y. Kanada.

The Genetic Algorithms Archive: [http://www.aic.nrl.navy.mil/galist/], maintained by Alan C. Schultz at the Navy Center for Applied Research in Artificial Intelligence.

A comprehensive collection for GA: Nova Genetica: [http://www.aracnet.com/ ~wwir/index.html], created by Darin R. Molnar, a doctoral student in the Systems Science and Anthropology Departments of Portland State University.