73 Authored Books, 4 Videos, and 32
Edited Books on Evolutionary Computation
(not counting conference proceedings
books)
Last updated August 3, 2003
This page lists all known authored books and edited books on evolutionary
computation (not counting conference proceedings books). Other pages
contains list of Conference Proceedings Books
on Genetic Programming and Conference
Proceedings Books on Evolutionary Computation. Please send
errors, omissions, or additions to koza@genetic-programming.org
16 Authored Books
and 4 Videotapes on Genetic Programming (GP)
27 Authored Books
on Genetic Algorithms (GA)
5 Authored Books
on Evolution Strategies (ES)
4 Authored Books
on Evolutionary Programming (EP)
4 Authored Books
on Classifier Systems (CFS)
2 Authored Books
on Evolvable Hardware (EH)
14 Authored Books
on Evolutionary Computation and Evolutionary Algorithms in General (EC)
4 Edited Books on
Genetic Programming (GP)
18 Edited Books
on Genetic Algorithms (GA)
1 Edited Books on
Evolvable Hardware (EH)
8 Edited Books on
Evolutionary Computation in General (EC)
16 Authored Books and 4 Videotapes on Genetic Programming
(GP)
- Banzhaf, Wolfgang, Nordin,
Peter, Keller, Robert E., and Francone, Frank D. 1998. Genetic
Programming - An Introduction. San Francisco, CA: Morgan
Kaufmann Publishers and Heidelberg, Germany: dpunkt.verlag. Click here for
additional
information on this book.
- Babovic, Vladan. 1996. Emergence,
Evolution, Intelligence: Hydroinformatics. Rotterdam, The Netherlands:
Balkema Publishers.
- Blickle, Tobias. 1997. Theory
of Evolutionary Algorithms and Application to System Synthesis.
TIK-Schriftenreihe Nr. 17. Zurich, Switzerland: vdf Hochschul Verlag AG
and der ETH Zurich. ISBN 3-7281-2433-8.
- Jacob, Christian. 1997. Principia
Evolvica: Simulierte Evolution mit Mathematica. Heidelberg, Germany:
dpunkt.verlag. In German.
- Jacob, Christian. 2001. Illustrating
Evolutionary Computation with Mathematica.
San Francisco: Morgan Kaufmann. In English. 1-55860-637-8
- Iba, Hitoshi. 1996. Genetic
Programming. Tokyo: Tokyo Denki University Press. In Japanese.
- Koza, John R. 1992. Genetic Programming: On the Programming of
Computers by Means of Natural Selection. Cambridge, MA: The
MIT Press.
- Koza, John R., and Rice,
James P. 1992. Genetic Programming: The
Movie. Cambridge, MA: The MIT Press.
- Koza, John R. 1994a. Genetic Programming II: Automatic Discovery
of Reusable Programs. Cambridge, MA: The MIT Press.
- Koza, John R. 1994b. Genetic Programming II Videotape: The Next Generation.
Cambridge, MA: The MIT Press.
- Koza, John R., Bennett III,
Forrest H, Andre, David, and Keane, Martin A. 1999. Genetic Programming III: Darwinian Invention
and Problem Solving. San Francisco, CA: Morgan Kaufmann Publishers.
- Koza, John R., Bennett III,
Forrest H, Andre, David, Keane, Martin A., and Brave, Scott. 1999. Genetic Programming III Videotape:
Human-Competitive Machine Intelligence. San Francisco, CA:
Morgan Kaufmann Publishers.
- Koza, John R., Keane, Martin
A., Streeter, Matthew J., Mydlowec, William, Yu, Jessen, and Lanza, Guido.
Genetic
Programming IV. Routine
Human-Competitive Machine Intelligence. 2003. Boston,
MA: Kluwer Academic Publishers.
- Koza, John R., Keane, Martin
A., Streeter, Matthew J., Mydlowec, William, Yu, Jessen, Lanza, Guido, and
Fletcher, David. 2003. Genetic
Programming IV Video: Routine Human-Competitive Machine Intelligence. Boston, MA: Kluwer Academic
Publishers.
- Langdon, William B. 1998. Genetic Programming
and Data Structures: Genetic Programming + Data Structures = Automatic
Programming! Amsterdam: Kluwer Academic Publishers.
- Langdon, William B. and Poli,
Riccardo. 2002. Foundations of
Genetic Programming. Springer-Verlag.
- Nordin, Peter. 1997. Evolutionary
Program Induction of Binary Machine Code and its Application. Munster,
Germany: Krehl Verlag.
- O’Neill, Michael and Ryan, Conor. 2003. Grammatical Evolution:
Evolutionary Automatic Programming in an Arbitrary Language. Boston,
MA :Kluwer Academic Publishers.
- Ryan, Conor. 1999. Automatic
Re-engineering of Software Using Genetic Programming. Amsterdam:
Kluwer Academic Publishers.
- Wong, Man Leung and Leung,
Kwong Sak. 2000. Data Mining
Using Grammar Based Genetic Programming and Applications.
Amsterdam: Kluwer Academic Publishers.
- Bauer, R. J., Jr. 1994. Genetic
Algorithms and Investment Strategies. John Wiley.
- Bhanu, Bir and Lee, Sungkee.
1994. Genetic Learning for Adaptive Image Segmentation. Boston, MA
:Kluwer Academic Publishers.
- Buckles Bill P. and Petry,
Frederick E. Genetic Algorithms. Los Alamitos, CA: The IEEE
Computer Society Press. 1992.
- Cantu-Paz, Erick. 2000. Designing
Efficient Parallel Genetic Algorithms. Boston, MA :Kluwer Academic
Publishers.
- Coley, David A. 1999. An
introduction to Genetic Algorithms for Scientists and Engineers.
Singapore: World Scientific.
- Davidor, Yuval. Genetic
Algorithms and Robotics. Singapore: World Scientific 1990.
- Dawid, Herbert. 1996. Adaptive
Learning by Genetic Algorithms. Lecture Notes in Economics and
Mathematical Systems 441. Berlin: Springer-Verlag. Also available as
Dawid, Herbert. 1999. Adaptive Learning by Genetic Algorithms:
Analytical Results and Applications to Economic Models. New York:
Springer Verlag.
- Dracopoulos, Dimitris C.
l997. Evolutionary Learning Algorithms for Neural Adaptive Control.
London: Springer Verlag.
- Falkenauer, Emanuel. 1997. Genetic
Algorithms and Grouping Problems. John Wiley.
- Gen, Mitsuo and Cheng,
Runwei. 1997. Genetic Algorithms and Engineering Design. New York:
John Wiley and Sons.
- Gen, Mitsuo and Cheng,
Runwei. 1999. Genetic Algorithms and Engineering Design. New York:
John Wiley and Sons.
- Geyer-Schulz, Andreas. 1995. Fuzzy
Rule-Based Expert Systems and Genetic Machine Learning. Heidelberg,
Germany: Physica-Verlag. (1997 version is ISBN 3-7908-0964-0).
- Gill, Mark A. C. and Zomaya,
Albert Y. 1998. Obstacle Avoidance in Multi-Robot Systems: Experiments
in Parallel Genetic Algorithms. Singapore: World Scientific.
- Goldberg, David E. l989. Genetic
Algorithms in Search, Optimization, and Machine Learning. Reading, MA:
Addison-Wesley.
- Goldberg, David E. 2002. The
Design of Innovation: Lessons from and for Competent Genetic Algorithms.
Boston, MA :Kluwer Academic Publishers.
- Haupt, Randy L, and Haupt,
Sue Ellen. 1998. Practical Genetic Algorithms. New York: John wiley
& Sons.
- Holland, John H. Adaptation
in Natural and Artificial Systems: An Introductory Analysis with
Applications to Biology, Control, and Artificial Intelligence. Ann
Arbor, MI: University of Michigan Press 1975. Currently available in
second edition. Holland, John H. Adaptation in Natural and
Artificial Systems: An Introductory Analysis with Applications to Biology,
Control, and Artificial Intelligence. Cambridge, MA: The MIT Press
1992.
- Knjazew, Dimitri. 2002. OmeGA:
A Competent Genetic Algorithm for Solving Permutation and Scheduling
Problems. Boston, MA :Kluwer Academic Publishers.
- Man, K. F., Tang, K. S.,
Kwong, S., and Halang, W. A. 1997. Genetic Algorithms for Control and
Signal Processing. London: Springer-Verlag.
- Man, K. F., Tang, K. S.,
Kwong, S., and Halang, W. A. 1999. Genetic Algorithms: Concepts and
Designs. London: Springer-Verlag.
- Mattfield, Dirk C. 1996. Evolutionary
Search and the Job Shop. Heidelberg: Physica-Verlag.
- Michalewicz, Z. 1996. Genetic
Algorithms + Data Structures = Evolution Programs. Springer-Verlag.
Third edition.
- Mitchell, Melanie. 1996. An
Introduction to Genetic Algorithms. Cambridge, MA: The MIT Press.
- Stender, Joachim, Hillebrand,
and Kingdon, J. (editors). 1994. Genetic Algorithms in Optimization, Simulation,
and Modeling. Amsterdam: IOS Publishing.
- van Rooij, A. J. F., Jain, L.
C., and Johnson, R. P. 1996. Neural Network Training Using Genetic
Algorithms. Singapore: World Scientific
- Voigt, Hans-Michael. 1989. Evolution
and Optimization: An Introduction to Solving Complex Problems by
Replicator Networks. Berlin: Akademie-Verlag.
- Vose, Michael. 1999. The
Simple Genetic Algorithm: Foundations and Theory. Cambridge, MA: The
MIT Press.
- Arnold, Dirk V. 2002. Noisy
Optimization with Evolution Strategies. Boston, MA :Kluwer
Academic Publishers.
- Beyer, Hans-Georg. 1998. Die
Theorie der Evolutionsstrategien. Stuttgart, Germany:
Frommann-Holzboog Verlag.
- Beyer, Hans-Georg. 2001. The
Theory of Evolution Strategies. Heidelberg: Springer-Verlag.
- Rechenberg, Ingo. 1994. Evolutionsstrateie.
Stuttgart: Frommann-Holzboog.
- Schwefel, Hans-Paul. 1995. Evolution
and Optimum Seeking. New York, NY: John Wiley.
- Fogel, David B. 1991. System
Identification through Simulated Evolution. Needham Heights,
MA: Ginn Press.
- Fogel, Lawrence J., Owens,
Alvin J., and Walsh, Michael. J. 1966. Artificial Intelligence through
Simulated Evolution. New York: John Wiley.
- Fogel, Lawrence J. 1999. Intelligence
through Simulated Evolution. New York: John Wiley & Sons.
- Lai, Loi Lei. 1998. Intelligent
System Applications in Power Engineering: Evolutionary Programming and
Neural Networks. Chichester, England: John Wiley & Sons.
- Butz, Martin V. 2002. Anticipatory Learning
Classifier Systems. Boston, MA :Kluwer Academic Publishers.
- Dorigo, Marco and
Colombetti, M. 1998. Robot Shaping: An Experiment in Behavior
Engineering. Cambridge, MA: The
MIT Press.
- Forrest, Stephanie. 1991. Parallelism
and Programming in Classifier Systems. London: Pittman.
- Holland, John H, Holyoak, K.
J., Nisbett, R. E., and Thagard, P. A. l986. Induction: Processes of Inference,
Learning, and Discovery. Cambridge, MA: The MIT Press.
- Sipper, Moshe. 1997a. Evolution
of Parallel Cellular Machines. Lecture Notes in Computer Science,
Volume 1194. Berlin: Springer-Verlag.
- Thompson, Adrian. 1998. Hardware
Evolution: Automatic Design of Electronic Circuits in Reconfigurable
Hardware by Artificial Evolution. London: Springer-Verlag.
- Branke, Jürgen. 2001. Evolutionary
Optimization in Dynamic Environments. Boston, MA :Kluwer
Academic Publishers.
- Coello Coello, Carlos A.,
Van Veldhuizen, David A., and Lamont, Gary B. 2002. Evolutionary
Algorithms for Solving Multi-Objective Problems. Boston, MA :Kluwer
Academic Publishers.
- Conrad, Michael. 1983. Adaptability.
New York: Plenum.
- Back, Thomas. 1996. Evolutionary
Algorithms in Theory and Practice. New York: Oxford University Press.
- Drechsler, Rolf. 1998. Evolutionary
Algorithms for VLSI CAD. Boston, MA: Boston, MA :Kluwer Academic Publishers.
- Drechsler, Rolf and
Drechsler, Nicole. 2002. Evolutionary Algorithms for Embedded System Design. Boston,
MA :Kluwer Academic Publishers.
- Fogel, David B. 1995.
Evolutionary Computation: Toward a New Philosophy of Machine Intelligence.
Piscataway, NJ: IEEE Press. Second edition (2000) is already on sale.
- Heider, Ralph. 1997. Evolutionaere
Synthese neuronaler Netze unter Verwendung von Graph-Grammatiken.
(Evolutionary synthesis of neural networks by means of graph-grammars).
Aachen, Germany: Shaker Verlag. ISBN 3-8265-2593-0.
- Larranaga, Pedro and
Lozano. 2001. Estimation
of Distribution Algorithms: A New Tool for Evolutionary Computation.
Boston, MA :Kluwer Academic Publishers.
- Nissen, Volker. 1994. Evolutionaere
Algorithmen. Darstellung, Beispiele. Wiesbaden: Germany:
betriebswirtschaftliche Anwendungsmoeglichkeiten. Deutscher Universitaets
Verlag. In German. ISBN 3-8244-0217-3.
- Nissen, Volker. 1997. Einfuehrung
in Evolutionaere Algorithmen. Optimierung nach dem Vorbild der Evolution.
Wiesbaden: Germany: Vieweg Verlag. In German.
- Rudolph, Guenter. 1997. Convergence
Properties of Evolutionary Algorithms. Hamburg: Verlag Kovac. ISBN
3-86064-554-4
- Schoeneburg, E., Heinzmann,
F., and Feddersen, S. 1994. Genetische Algorithmen und
Evolutionsstrategien. (Genetic Algorithms and Evolution Strategies).
Bonn, Germany: Addison-Wesley Publishing. ISBN 3-89319-493-2.
- Vonk, E., Jain, L. C., and
Johnson, R. P. 1997. Automatic Generation of Neural Network
Architecture Using Evolutionary Computation. Singapore: World
Scientific.
- Riolo, Rich and Worzel,
William. 2003. Genetic Programming: Theory and Practice. Boston, MA :Kluwer Academic
Publishers.
18 Edited Books on Genetic Algorithms (GA)
- Chambers, Lance (editor).
1995a. Practical Handbook of Genetic Algorithms: Applications: Volume
I. Boca Raton, FL: CRC Press.
- Chambers, Lance (editor).
1995b. Practical Handbook of Genetic Algorithms: New Frontiers. Volume
II. Boca Raton, FL: CRC Press.
- Chambers, Lance (editor).
1999. Practical Handbook of Genetic Algorithms: Complex Coding Systems:
Volume III. Boca Raton, FL: CRC Press.
- Davis, Lawrence (editor).
l987. Genetic Algorithms and Simulated Annealing. London: Pittman
l987.
- Davis, Lawrence. (editor).
1991. Handbook of Genetic Algorithms. New York: Van Nostrand
Reinhold. 1991.
- Dawid, Herbert. 1996.
Adaptive Learning by Genetic Algorithms: Analytical Results and
Applications to Economic Models. Lecture Notes in Economics and
Mathematical Systems 441. Heidelberg: Springer-Verlag.
- Devillers, J. (editor).
1996. Genetic Algorithms in Molecular Modeling. Academic Press.
- Herrera. F. and Verdegay. J.
L. (editors). 1996. Genetic Algorithms and Soft Computing.
Heidelberg, Germany: Physica Verlag. ISBN 3-7908-0956-X.
- Karr, Charles L. and
Freeman, K. Michael (editors). 1999. Industrial Applications of Genetic
Algorithms. Boca Raton, FL: CRC Press.
- Kitano, Hiroaki. 1993. Genetic
Algorithms. Tokyo: Sangyoutosyo Publishers. In Japanese.
- Kitano, Hiroaki. 1995. Genetic
Algorithms 2. Tokyo: Sangyoutosyo Publishers. In Japanese.
- Kitano, Hiroaki. 1997. Genetic
Algorithms 3. Tokyo: Sangyoutosyo Publishers. In Japanese.
- Mazumder, Pinaki and
Rudnick, Elizabeth M. (editors). 1999, Genetic Algorithms for VLSI
Design, Layout and Test Automation. Upper
Saddle River, NJ: Prentice Hall.
- Pal, Sankar K. and Wang,
Paul P. 1996. Genetic Algorithms and Pattern Recognition. Boca
Raton, FL: CRC Press.
- Rahmat-Samii, Yahya and
Michielssen, Eric (editors). 1999. Electromagnetic Optimization by
Genetic Algorithms. New York, NY: John Wiley & Sons.
- Sanchez, Elie, Shibata,
Takanori, and Zadeh, Lotfi A. (editors). 1997. Genetic Algorithms and
Fuzzy Logic: Soft Computing Perspectives. Singapore: World Scientific.
- Stender, Joachim (editor).
1993. Parallel Genetic Algorithms. Amsterdam: IOS Publishing.
- Zalzala, A. M. S.; and
Fleming, P. J. 1997. Genetic Algorithms in Engineering Systems. London:
Institution of Electrical Engineers.
1 Edited Book on Evolvable Hardware (EH)
- Mange, Daniel and Tomassini,
Marco (editors). 1998. Bio-Inspired Computing Machines. Lausanne,
Switzerland: Presses Polytechniques et Universitaries Romandes.
10 Edited Books on Evolutionary Computation and
Evolutionary Algorithms in General (EC)
- Back, Thomas, Fogel, David
B., and Michalewicz, Zbigniew (editors). 1997. Handbook of Evolutionary
Computation. Bristol, UK: Institute of Physics Publishing and New
York: Oxford University Press.
- Banzhaf, Wolfgang and
Eeckman, Frank H. (editors). 1995. Evolution and Biocomputation:
Computational Models of Evolution. Lecture Notes in Computer Science.
Volume 899. Berlin: Springer-Verlag.
- Bentley, Peter J. (ed.).
1999. Evolutionary Design by Computers. Chapter 16. London: John Wiley
& Sons.
- Biethahn, Jorg and Nissen,
Volker (editors). 1995. Evolutionary Algorithms in Management
Applications. Berlin: Springer-Verlag.
- Clark, David E. (editor).
2000. Evolutionary Algorithms in Molecular Design. Weinheim,
Germany: Wiley-VCH. ISBN: 3-527-30155-0
- Dasgupta, D. and Michalewicz,
Z. (editors). 1997. Evolutionary Algorithms in Engineering Applications.
Berlin: Springer-Verlag.
- Eiben, A. E. and
Michalewicz, Z. (editors). 1999. Evolutionary Computation.
Amsterdam: IOS Press.
- Fogel, David B. (editor).
1998. Evolutionary Computation: The Fossil Record. Piscataway, NJ:
IEEE Press.
- Pedrycz, Witold. 1997. Fuzzy
Evolutionary Computation. Boston, MA :Kluwer.
- Spears, William M. 2000. Evolutionary
Algorithms: The Role of Mutation and Recombination. Springer-Verlag.
ISBN 3540669507
· The home page of Genetic
Programming Inc. at www.genetic-programming.com
· For information about the field of
genetic programming in general, visit www.genetic-programming.org
· The home page of John R. Koza at
Genetic Programming Inc. (including online versions of most papers)
· The home page of John R. Koza at Stanford University (including
online versions of most papers)
·
For information about the 1992 book Genetic Programming:
On the Programming of Computers by Means of Natural Selection, the
1994 book Genetic
Programming II: Automatic Discovery of Reusable Programs, the 1999
book Genetic
Programming III: Darwinian Invention and Problem Solving, and the
2003 book Genetic
Programming IV: Routine
Human-Competitive Machine Intelligence.
·
For information on 3,198 papers (many on-line) on genetic programming (as of
June 27, 2003) by over 900 authors, see William
Langdon’s bibliography on genetic programming.
·
For information on the Genetic
Programming and Evolvable Machines journal published by Kluwer Academic
Publishers
·
For information on the Genetic Programming book series from Kluwer Academic
Publishers, see the Call For Book Proposals
· For information on annual
GECCO conference (which includes the annual GP conference) on June 26–30, 2004
(Saturday – Wednesday) in Seattle, visit the International Society for Genetic and
Evolutionary Computation (ISGEC).
· For information on the annual
Euro-Genetic-Programming Conference to be held on April 5-7, 2004 (Monday –
Wednesday) at the University of Coimbra in Coimbra Portugal, visit http://www.evonet.info/eurogp2004/