Page 205 - 49A Field Guide to Genetic Programming
P. 205
BIBLIOGRAPHY 191
J. R. Koza. Hierarchical genetic algorithms operating on populations of computer
programs. In N. S. Sridharan, editor, Proceedings of the Eleventh International
Joint Conference on Artificial Intelligence IJCAI-89, volume 1, pages 768–774,
Detroit, MI, USA, 20-25 August 1989. Morgan Kaufmann. URL http://www.
genetic-programming.com/jkpdf/ijcai1989.pdf. GPBiB
J. R. Koza. Genetic programming: A paradigm for genetically breeding popula-
tions of computer programs to solve problems. Technical Report STAN-CS-90-
1314, Dept. of Computer Science, Stanford University, June 1990. URL http:
//www.genetic-programming.com/jkpdf/tr1314.pdf. GPBiB
J. R. Koza. A genetic approach to econometric modeling. In Sixth World
Congress of the Econometric Society, Barcelona, Spain, 1990. URL http://www.
genetic-programming.com/jkpdf/wces1990.pdf. GPBiB
J. R. Koza. Genetic Programming: On the Programming of Computers by Means of
Natural Selection. MIT Press, Cambridge, MA, USA, 1992. ISBN 0-262-11170-5.
GPBiB
J. R. Koza. Genetic Programming II: Automatic Discovery of Reusable Programs. MIT
Press, Cambridge Massachusetts, May 1994. ISBN 0-262-11189-6. GPBiB
J. R. Koza. Two ways of discovering the size and shape of a computer program to solve a
problem. In L. Eshelman, editor, Genetic Algorithms: Proceedings of the Sixth Interna-
tional Conference (ICGA95), pages 287–294, Pittsburgh, PA, USA, 15-19 July 1995.
Morgan Kaufmann. ISBN 1-55860-370-0. URL http://www.genetic-programming.
com/jkpdf/icga1995.pdf. GPBiB
J. R. Koza, editor. Late Breaking Papers at the Genetic Programming 1996 Conference
Stanford University July 28-31, 1996, Stanford University, CA, USA, 28–31 July 1996.
Stanford Bookstore. ISBN 0-18-201031-7. URL http://www.genetic-programming.
org/gp96latebreaking.html. GPBiB
J. R. Koza, editor. Late Breaking Papers at the 1997 Genetic Programming Confer-
ence, Stanford University, CA, USA, 13–16 July 1997. Stanford Bookstore. ISBN
0-18-206995-8. URL http://www.genetic-programming.org/gp97latebreaking.html.
GPBiB
J. R. Koza, editor. Late Breaking Papers at the 1998 Genetic Programming Conference,
University of Wisconsin, Madison, WI, USA, 22-25 July 1998. Omni Press. GPBiB
J. R. Koza, S. H. Al-Sakran, and L. W. Jones. Automated re-invention of six patented
optical lens systems using genetic programming. In H.-G. Beyer, et al., editors, GECCO
2005: Proceedings of the 2005 conference on Genetic and evolutionary computation,
volume 2, pages 1953–1960, Washington DC, USA, 25-29 June 2005. ACM Press.
ISBN 1-59593-010-8. URL http://www.cs.bham.ac.uk/~wbl/biblio/gecco2005/docs/
p1953.pdf. GPBiB
J. R. Koza and D. Andre. Classifying protein segments as transmembrane domains using
architecture-altering operations in genetic programming. In P. J. Angeline and K. E.
Kinnear, Jr., editors, Advances in Genetic Programming 2, chapter 8, pages 155–176.
MIT Press, Cambridge, MA, USA, 1996. ISBN 0-262-01158-1. URL http://www.
genetic-programming.com/jkpdf/aigp2aatmjk1996.pdf. GPBiB
J. R. Koza, D. Andre, F. H. Bennet, III, and M. Keane. Genetic Programming 3: Dar-
winian Invention and Problem Solving. Morgan Kaufman, April 1999. ISBN 1-55860-
543-6. URL http://www.genetic-programming.org/gpbook3toc.html. GPBiB
100 1000 2
Avg Size Avg Fitness sin(x)
Best Fitness GP (gen=13)
90
1.5
80
1
70
100
0.5
60
Generation 13 Average Size 50 Fitness 0
40 -0.5
10
30
(see Sec. B.4) 20 -1
-1.5
10
1 -2
0 20 40 60 80 100 0 20 40 60 80 100 0 1 2 3 4 5 6
Generations Generations x