Page 225 - 49A Field Guide to Genetic Programming

BIBLIOGRAPHY 211

J. P. Rosca. A probabilistic model of size drift. In R. L. Riolo and B. Worzel, editors,
Genetic Programming Theory and Practice, chapter 8, pages 119–136. Kluwer, 2003.
GPBiB
J. P. Rosca and D. H. Ballard. Discovery of subroutines in genetic programming. In
P. J. Angeline and K. E. Kinnear, Jr., editors, Advances in Genetic Programming 2,
chapter 9, pages 177–202. MIT Press, Cambridge, MA, USA, 1996a. ISBN 0-262-
01158-1. URL ftp://ftp.cs.rochester.edu/pub/u/rosca/gp/96.aigp2.dsgp.ps.gz.
GPBiB
J. P. Rosca and D. H. Ballard. Complexity drift in evolutionary computation with tree
representations. Technical Report NRL5, University of Rochester, Computer Science
Department, Rochester, NY, USA, December 1996b. URL ftp://ftp.cs.rochester.
edu/pub/u/rosca/gp/96.drift.ps.gz. GPBiB
J. P. Rosca and D. H. Ballard. Rooted-tree schemata in genetic programming. In
L. Spector, et al., editors, Advances in Genetic Programming 3, chapter 11, pages
243–271. MIT Press, Cambridge, MA, USA, June 1999. ISBN 0-262-19423-6. URL
http://www.cs.bham.ac.uk/~wbl/aigp3/ch11.pdf. GPBiB
B. J. Ross, A. G. Gualtieri, F. Fueten, and P. Budkewitsch. Hyperspectral image analysis
using genetic programming. Applied Soft Computing, 5(2):147–156, January 2005.
URL http://www.cosc.brocku.ca/~bross/research/gp_hyper.pdf. GPBiB
B. J. Ross and H. Zhu. Procedural texture evolution using multiobjective optimization.
New Generation Computing, 22(3):271–293, 2004. URL http://www.cosc.brocku.ca/
files/downloads/research/cs0218.pdf. GPBiB
R. Rossi, V. Liberali, and A. G. B. Tettamanzi. An application of genetic programming
to electronic design automation: from frequency specifications to VHDL code. In
R. Roy, et al., editors, Soft Computing and Industry Recent Applications, pages 809–
820. Springer-Verlag, 10–24 September 2001. ISBN 1-85233-539-4. URL http://mago.
crema.unimi.it/pub/RossiLiberaliTettamanzi2001.pdf. Published 2002. GPBiB

F. Rothlauf. Representations for genetic and evolutionary algorithms. Springer-Verlag,
pub-SV:adr, second edition, 2006. ISBN 3-540-25059-X. URL http://download-ebook.
org/index.php?target=desc&ebookid=5771. First published 2002, 2nd edition avail-
able electronically.
C. Ryan. Pygmies and civil servants. In K. E. Kinnear, Jr., editor, Advances in Genetic
Programming, chapter 11, pages 243–263. MIT Press, 1994. URL http://cognet.mit.
edu/library/books/view?isbn=0262111888. GPBiB
C. Ryan. Reducing Premature Convergence in Evolutionary Algorithms. PhD thesis,
University College, Cork, Ireland, 2 July 1996. URL http://citeseer.ist.psu.edu/
cache/papers/cs/6401/ftp:zSzzSzodyssey.ucc.iezSzpubzSzgeneticzSzthesis.pdf/
ryan96reducing.pdf. GPBiB

C. Ryan. Automatic Re-engineering of Software Using Genetic Programming, volume 2
of Genetic Programming. Kluwer Academic Publishers, 1 November 1999. ISBN 0-
7923-8653-1. URL http://www.wkap.nl/book.htm/0-7923-8653-1. GPBiB
C. Ryan, J. J. Collins, and M. O’Neill. Grammatical evolution: Evolving programs for an
arbitrary language. In W. Banzhaf, et al., editors, Proceedings of the First European
Workshop on Genetic Programming, volume 1391 of LNCS, pages 83–95, Paris, 14-
15 April 1998. Springer-Verlag. ISBN 3-540-64360-5. URL http://www.lania.mx/
~ccoello/eurogp98.ps.gz. GPBiB
100 1000 2
Avg Size Avg Fitness sin(x)
Best Fitness GP (gen=43)
90
1.5
80
1
70
100
0.5
60
Generation 43 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