Page 223 - 49A Field Guide to Genetic Programming

BIBLIOGRAPHY 209

A. Pr¨ugel-Bennett and J. L. Shapiro. An analysis of genetic algorithms using statistical
mechanics. Physical Review Letters, 72:1305–1309, 1994.
J. C. F. Pujol. Evolution of Artificial Neural Networks Using a Two-dimensional Rep-
resentation. PhD thesis, School of Computer Science, University of Birmingham, UK,
April 1999. GPBiB
J. C. F. Pujol and R. Poli. Evolution of the topology and the weights of neural networks
using genetic programming with a dual representation. Technical Report CSRP-97-7,
University of Birmingham, School of Computer Science, February 1997. URL ftp:
//ftp.cs.bham.ac.uk/pub/tech-reports/1997/CSRP-97-07.ps.gz. GPBiB
B. Punch and D. Zongker. lil-gp Genetic Programming System, 1998. URL http://
garage.cse.msu.edu/software/lil-gp/index.html.
M. I. Quintana, R. Poli, and E. Claridge. On two approaches to image processing algo-
rithm design for binary images using GP. In G. R. Raidl, et al., editors, Applications
of Evolutionary Computing, EvoWorkshops2003: EvoBIO, EvoCOP, EvoIASP, Evo-
MUSART, EvoROB, EvoSTIM, volume 2611 of LNCS, pages 422–431, University of
Essex, England, UK, 14-16 April 2003. Springer-Verlag. GPBiB
M. I. Quintana, R. Poli, and E. Claridge. Morphological algorithm design for binary
images using genetic programming. Genetic Programming and Evolvable Machines,
7(1):81–102, March 2006. ISSN 1389-2576. URL http://cswww.essex.ac.uk/staff/
rpoli/papers/gpem2005.pdf. GPBiB
A. Ratle and M. Sebag. Genetic programming and domain knowledge: Beyond the limita-
tions of grammar-guided machine discovery. In M. Schoenauer, et al., editors, Parallel
Problem Solving from Nature - PPSN VI 6th International Conference, volume 1917
of LNCS, pages 211–220, Paris, France, 16-20 September 2000. Springer Verlag. URL
http://www.lri.fr/~sebag/REF/PPSN00.ps. GPBiB
A. Ratle and M. Sebag. Avoiding the bloat with probabilistic grammar-guided genetic
programming. In P. Collet, et al., editors, Artificial Evolution 5th International
Conference, Evolution Artificielle, EA 2001, volume 2310 of LNCS, pages 255–266,
Creusot, France, October 29-31 2001. Springer Verlag. ISBN 3-540-43544-1. URL http:
//link.springer.de/link/service/series/0558/papers/2310/23100255.pdf. GPBiB
J. Reggia, M. Tagamets, J. Contreras-Vidal, D. Jacobs, S. Weems, W. Naqvi, R. Winder,
T. Chabuk, J. Jung, and C. Yang. Development of a large-scale integrated neu-
rocognitive architecture - part 2: Design and architecture. Technical Report TR-
CS-4827, UMIACS-TR-2006-43, University of Maryland, USA, October 2006. URL
https://drum.umd.edu/dspace/bitstream/1903/3957/1/MarylandPart2.pdf. GPBiB
E. N. Regolin and A. T. R. Pozo. Bayesian automatic programming. In M. Kei-
jzer, et al., editors, Proceedings of the 8th European Conference on Genetic Pro-
gramming, volume 3447 of Lecture Notes in Computer Science, pages 38–49,
Lausanne, Switzerland, 30 March - 1 April 2005. Springer. ISBN 3-540-25436-
6. URL http://springerlink.metapress.com/openurl.asp?genre=article&issn=
0302-9743&volume=3447&spage=38. GPBiB
D. M. Reif, B. C. White, and J. H. Moore. Integrated analysis of genetic, genomic, and
proteomic data. Expert Review of Proteomics, 1(1):67–75, 2004. ISSN 1473-7159. URL
http://www.future-drugs.com/doi/abs/10.1586/14789450.1.1.67. GPBiB
C. W. Reynolds. Flocks, herds, and schools: A distributed behavioral model. SIGGRAPH
Computer Graphics, 21(4):25–34, July 1987. ISSN 0097-8930. URL http://www.red3d.
com/cwr/papers/1987/boids.html.
100 1000 2
Avg Size Avg Fitness sin(x)
Best Fitness GP (gen=36)
90
1.5
80
1
70
100
0.5
60
Generation 36 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