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		<summary type="html">&lt;p&gt;Die Seite wurde neu angelegt: „== Reference == McKay, R.I., Nguyen X.H., Whigham, P.A., Shan, Y., &lt;a href=&quot;/index.php?title=Michael_O%27Neill&quot; title=&quot;Michael O&#039;Neill&quot;&gt;Michael O&amp;#039;Neill&lt;/a&gt;; (2010) &lt;a href=&quot;/index.php?title=Grammar-based_Genetic_Programming:_A_Survey&quot; title=&quot;Grammar-based Genetic Programming: A Survey&quot;&gt;Grammar-based Genetic Programming: A Survey&lt;/a&gt;. Genetic Program…“&lt;/p&gt;
&lt;p&gt;&lt;b&gt;Neue Seite&lt;/b&gt;&lt;/p&gt;&lt;div&gt;== Reference ==&lt;br /&gt;
McKay, R.I., Nguyen X.H., Whigham, P.A., Shan, Y., [[Michael O&amp;#039;Neill]]; (2010) [[Grammar-based Genetic Programming: A Survey]]. Genetic Programming and Evolvable Machines, 11 (3).&lt;br /&gt;
&lt;br /&gt;
== DOI ==&lt;br /&gt;
http://dx.doi.org/:%2010.1007/s10710-010-9109-y &lt;br /&gt;
&lt;br /&gt;
== Abstract ==&lt;br /&gt;
Grammar formalisms are one of the key representation structures in Com-&lt;br /&gt;
puter Science. So it is not surprising that they have also become important as a method&lt;br /&gt;
for formalizing constraints in Genetic Programming (GP). Practical grammar-based&lt;br /&gt;
GP systems first appeared in the mid 1990s, and have subsequently become an impor-&lt;br /&gt;
tant strand in GP research and applications. We trace their subsequent rise, surveying&lt;br /&gt;
the various grammar-based formalisms that have been used in GP and discussing the&lt;br /&gt;
contributions they have made to the progress of GP. We illustrate these contributions&lt;br /&gt;
with a range of applications of grammar-based GP, showing how grammar formalisms&lt;br /&gt;
contributed to the solutions of these problems. We briefly discuss the likely future de-&lt;br /&gt;
velopment of grammar-based GP systems, and conclude with a brief summary of the&lt;br /&gt;
field.&lt;br /&gt;
&lt;br /&gt;
== Extended Abstract ==&lt;br /&gt;
&lt;br /&gt;
== Bibtex == &lt;br /&gt;
&lt;br /&gt;
== Used References ==&lt;br /&gt;
1. Abbass, H. A., Hoai, N. X., and McKay, R. I. AntTAG: A new method to com-&lt;br /&gt;
pose computer programs using colonies of ants. In The IEEE Congress on Evolutionary&lt;br /&gt;
Computation (2002), pp. 1654–1659.&lt;br /&gt;
&lt;br /&gt;
2. abu Dalhoum, A. L., al Zoubi, M., de la Cruz, M., Ortega, A., and Alfonseca,&lt;br /&gt;
M. A genetic algorithm for solving the p-median problem. In 2005 European Simulation&lt;br /&gt;
and Modeling Conference (ESM2005) (Oporto, 2005).&lt;br /&gt;
&lt;br /&gt;
3. Baluja, S. Population-based incremental learning: A method for integrating genetic&lt;br /&gt;
search based function optimization and competitive learning, tech. report cmu-cs-94-163.&lt;br /&gt;
Tech. rep., Carnegie Mellon University, 1994.&lt;br /&gt;
&lt;br /&gt;
4. Bohm, W., and Geyer-Schulz, A. Exact uniform initialization for genetic programming.&lt;br /&gt;
In Foundations of Genetic Algorithms IV (University of San Diego, CA, USA, 3–5 Aug.&lt;br /&gt;
1996), R. K. Belew and M. Vose, Eds., Morgan Kaufmann, pp. 379–407.&lt;br /&gt;
&lt;br /&gt;
5. Bosman, P. A. N., and de Jong, E. D. Grammar transformations in an EDA for&lt;br /&gt;
genetic programming. In Special session: OBUPM - Optimization by Building and Using&lt;br /&gt;
Probabilistic Models, GECCO (Seattle, Washington, USA, June 2004).&lt;br /&gt;
&lt;br /&gt;
6. Brabazon, A., and O’Neill, M. Biologically Inspired Algorithms for Financial Mod-&lt;br /&gt;
elling. Natural Computing Series. Springer, 2006.26&lt;br /&gt;
&lt;br /&gt;
7. Bruhn, P., and Geyer-Schulz, A. Genetic programming over context-free languages&lt;br /&gt;
with linear constraints for the knapsack problem: First results. Evolutionary Computation&lt;br /&gt;
10, 1 (Spring 2002), 51–74.&lt;br /&gt;
&lt;br /&gt;
8. Christiansen, H. A survey of adaptable grammars. SIGPLAN Not. 25, 11 (1990),&lt;br /&gt;
35–44.&lt;br /&gt;
&lt;br /&gt;
9. Cleary, R., and O’Neill, M. An attribute grammar decoder for the 01 multiconstrained&lt;br /&gt;
knapsack problem. In Evolutionary Computation in Combinatorial Optimization – Evo-&lt;br /&gt;
COP 2005 (Lausanne, Switzerland, 30 Mar.-1 Apr. 2005), G. R. Raidl and J. Gottlieb,&lt;br /&gt;
Eds., vol. 3448 of LNCS, Springer Verlag, pp. 34–45.&lt;br /&gt;
&lt;br /&gt;
10. Costelloe, D., and Ryan, C. Towards models of user preferences in interactive musical&lt;br /&gt;
evolution. In GECCO ’07: Proceedings of the 9th annual conference on Genetic and evo-&lt;br /&gt;
lutionary computation (London, 7-11 July 2007), D. Thierens, H.-G. Beyer, J. Bongard,&lt;br /&gt;
J. Branke, J. A. Clark, D. Cliff, C. B. Congdon, K. Deb, B. Doerr, T. Kovacs, S. Ku-&lt;br /&gt;
mar, J. F. Miller, J. Moore, F. Neumann, M. Pelikan, R. Poli, K. Sastry, K. O. Stanley,&lt;br /&gt;
T. Stutzle, R. A. Watson, and I. Wegener, Eds., vol. 2, ACM Press, pp. 2254–2254.&lt;br /&gt;
&lt;br /&gt;
11. Cramer, N. L. A representation for the adaptive generation of simple sequential pro-&lt;br /&gt;
grams. In Proceedings of an International Conference on Genetic Algorithms and the&lt;br /&gt;
Applications (Carnegie-Mellon University, Pittsburgh, PA, USA, 24-26 July 1985), J. J.&lt;br /&gt;
Grefenstette, Ed., pp. 183–187.&lt;br /&gt;
&lt;br /&gt;
12. Daida, J. M., Li, H., Tang, R., and Hilss, A. M. What makes a problem GP-hard?&lt;br /&gt;
validating a hypothesis of structural causes. In Genetic and Evolutionary Computation –&lt;br /&gt;
GECCO-2003 (Chicago, 12-16 July 2003), E. Cant ́&lt;br /&gt;
u-Paz, J. A. Foster, K. Deb, D. Davis,&lt;br /&gt;
R. Roy, U.-M. O’Reilly, H.-G. Beyer, R. Standish, G. Kendall, S. Wilson, M. Harman,&lt;br /&gt;
J. Wegener, D. Dasgupta, M. A. Potter, A. C. Schultz, K. Dowsland, N. Jonoska, and&lt;br /&gt;
J. Miller, Eds., vol. 2724 of LNCS, Springer-Verlag, pp. 1665–1677.&lt;br /&gt;
&lt;br /&gt;
13. Dawkins, R. The blind watchmaker. Penguin Harmondsworth, 1991.&lt;br /&gt;
&lt;br /&gt;
14. de la Cruz EcheandA-a,&lt;br /&gt;
M., de la Puente, A. O., and Alfonseca, M. Attribute&lt;br /&gt;
grammar evolution. In Artificial Intelligence and Knowledge Engineering Applications: A&lt;br /&gt;
Bioinspired Approach (2005), vol. 3562 of Lecture Notes in Computer Science, Springer,&lt;br /&gt;
pp. 182–191.&lt;br /&gt;
&lt;br /&gt;
15. de la Puente, A. O., Alfonso, R. S., and Moreno, M. A. Automatic composition&lt;br /&gt;
of music by means of grammatical evolution. In Proceedings of the 2002 conference on&lt;br /&gt;
APL (Madrid, Spain, 2002), ACM Press, pp. 148–155.&lt;br /&gt;
&lt;br /&gt;
16. Dempsey, I., O’Neill, M., and Brabazon, A. Foundations in Grammatical Evolution&lt;br /&gt;
for Dynamic Environments. Springer, 2009.&lt;br /&gt;
&lt;br /&gt;
17. Ehrig, H., Pfender, M., and Schneider, H. Graph-grammars: an algebraic approach.&lt;br /&gt;
In In Proceedings of IEEE Conference on Automata and Switching Theory (1973),&lt;br /&gt;
pp. 167–180.&lt;br /&gt;
&lt;br /&gt;
18. Fontana, W. Algorithmic chemistry. In Artificial Life II (1991), C. Langton, C. Taylor,&lt;br /&gt;
J. Farmer, and S. Rasmussen, Eds., vol. 2, Addison-Wesley, pp. 159–209.&lt;br /&gt;
&lt;br /&gt;
19. Freeman, J. J. A linear representation for gp using context free grammars. In Proceedings&lt;br /&gt;
of Genetic Programming 1998 (1998), Morgan Kaufmann, pp. 72–77.&lt;br /&gt;
&lt;br /&gt;
20. Gay-Lussac, J. L. Recherches sur la dilatation des gaz et des vapeurs. Annales de&lt;br /&gt;
Chimie 63, 137 (1802).&lt;br /&gt;
&lt;br /&gt;
21. Gero, J. Evolutionary learning of novel grammars for design improvement. AIEDAM&lt;br /&gt;
8, 2 (1994), 83–94.&lt;br /&gt;
&lt;br /&gt;
22. Geyer-Schulz, A. Fuzzy Rule-based Expert Systems and Genetic Machine Learning,&lt;br /&gt;
2 ed., vol. 3 of Studies in Fuzziness. Physica Verlag, Heidelberg, Germany, 1996.&lt;br /&gt;
&lt;br /&gt;
23. Goldberg, D., Korb, B., and Deb, K. Messy genetic algorithms: Motivation, analysis&lt;br /&gt;
and first results. Complex Systems 3 (1989), 493–530.&lt;br /&gt;
&lt;br /&gt;
24. Gruau, F. Automatic Definition of Modular Neural Networks. Adaptive Behavior 3, 2&lt;br /&gt;
(1994), 151–183.&lt;br /&gt;
&lt;br /&gt;
25. Gruau, F. On using syntactic constraints with genetic programming. In Advances&lt;br /&gt;
in Genetic Programming 2, P. J. Angeline and K. E. Kinnear, Jr., Eds. MIT Press,&lt;br /&gt;
Cambridge, MA, USA, 1996, ch. 19, pp. 377–394.&lt;br /&gt;
&lt;br /&gt;
26. Harper, R., and Blair, A. A structure preserving crossover in grammatical evolution.&lt;br /&gt;
In Proceedings of the 2005 IEEE Congress on Evolutionary Computation (Edinburgh,&lt;br /&gt;
UK, 2-5 Sept. 2005), D. Corne, Z. Michalewicz, M. Dorigo, G. Eiben, D. Fogel, C. Fonseca,&lt;br /&gt;
G. Greenwood, T. K. Chen, G. Raidl, A. Zalzala, S. Lucas, B. Paechter, J. Willies, J. J. M.&lt;br /&gt;
Guervos, E. Eberbach, B. McKay, A. Channon, A. Tiwari, L. G. Volkert, D. Ashlock,&lt;br /&gt;
and M. Schoenauer, Eds., vol. 3, IEEE Press, pp. 2537–2544.27&lt;br /&gt;
&lt;br /&gt;
27. Harper, R., and Blair, A. Dynamically defined functions in grammatical evolution. In&lt;br /&gt;
Proceedings of the 2006 IEEE Congress on Evolutionary Computation (Vancouver, 6-21&lt;br /&gt;
July 2006), IEEE Press, pp. 9188–9188.&lt;br /&gt;
&lt;br /&gt;
28. Hasegawa, Y., and Iba, H. Estimation of distribution algorithm based on probabilistic&lt;br /&gt;
grammar with latent annotations. Evolutionary Computation, 2007. CEC 2007. IEEE&lt;br /&gt;
Congress on (25-28 Sept. 2007), 1043–1050.&lt;br /&gt;
&lt;br /&gt;
29. Hemberg, E., Gilligan, C., O’Neill, M., and Brabazon, A. A grammatical genetic&lt;br /&gt;
programming approach to modularity in genetic programming. In In Proceedings of the&lt;br /&gt;
Tenth European Conference on Genetic Programming 2007 (Valencia, Spain, 11-13 April&lt;br /&gt;
2007), vol. LNCS, Springer.&lt;br /&gt;
&lt;br /&gt;
30. Hemberg, M., and O’Reilly, U.-M. Extending grammatical evolution to evolve digital&lt;br /&gt;
surfaces with genr8. In Genetic Programming 7th European Conference, EuroGP 2004,&lt;br /&gt;
Proceedings (Coimbra, Portugal, 5-7 Apr. 2004), M. Keijzer, U.-M. O’Reilly, S. M. Lucas,&lt;br /&gt;
E. Costa, and T. Soule, Eds., vol. 3003 of LNCS, Springer-Verlag, pp. 299–308.&lt;br /&gt;
&lt;br /&gt;
31. Hemberg, M., OReilly, U.-M., Menges, A., Jonas, K., da Costa Gonalves, M.,&lt;br /&gt;
and Fuchs, S. R. Genr8: Architects’ experience with an emergent design tool. In The&lt;br /&gt;
Art of Artificial Evolution: A Handbook on Evolutionary Art and Music, J. Romero and&lt;br /&gt;
P. Machado, Eds. Springer Berlin Heidelberg, 2007, pp. 167–188.&lt;br /&gt;
&lt;br /&gt;
32. Hicklin, J. Application of the genetic algorithm to automatic program generation. Mas-&lt;br /&gt;
ter’s thesis, University of Idaho, Moscow, ID, 1986.&lt;br /&gt;
&lt;br /&gt;
33. Hoai, N. X. Solving the symbolic regression with tree-adjunct grammar guided genetic&lt;br /&gt;
programming: The preliminary results. In Australasia-Japan Workshop on Intelligent&lt;br /&gt;
and Evolutionary Systems (University of Otago, Dunedin, New Zealand, 19-21st Nov.&lt;br /&gt;
2001), N. Kasabov and P. Whigham, Eds.&lt;br /&gt;
&lt;br /&gt;
34. Hoai, N. X., McKay, R. I. B., and Essam, D. Representation and structural difficulty&lt;br /&gt;
in genetic programming. IEEE Transactions on Evolutionary Computation 10, 2 (Apr.&lt;br /&gt;
2006), 157–166.&lt;br /&gt;
&lt;br /&gt;
35. Holmes, P., and Barclay, P. J. Functional languages on linear chromosomes. In&lt;br /&gt;
Genetic Programming 1996: Proceedings of the First Annual Conference (Stanford Uni-&lt;br /&gt;
versity, CA, USA, 28–31 July 1996), J. R. Koza, D. E. Goldberg, D. B. Fogel, and R. L.&lt;br /&gt;
Riolo, Eds., MIT Press, p. 427.&lt;br /&gt;
&lt;br /&gt;
36. Hornby, G. S. Functional scalability through generative representations: the evolution&lt;br /&gt;
of table designs. Environment and Planning B: Planning and Design 31, 4 (July 2004),&lt;br /&gt;
569–587&lt;br /&gt;
&lt;br /&gt;
37. Hussain, T. S., and Browse, R. A. Attribute grammars for genetic representations of&lt;br /&gt;
neural networks and syntactic constraints of genetic programming. In Workshop on Evo-&lt;br /&gt;
lutionary Computation. Held at the 12 Candadian Conference on Artificial Intelligence&lt;br /&gt;
(Vancouver, Canada, 17 June 1998).&lt;br /&gt;
&lt;br /&gt;
38. Hussain, T. S., and Browse, R. A. Basic properties of attribute grammar encoding. In&lt;br /&gt;
Late Breaking Papers at the Genetic Programming 1998 Conference (University of Wis-&lt;br /&gt;
consin, Madison, Wisconsin, USA, 22-25 July 1998), J. R. Koza, Ed., Stanford University&lt;br /&gt;
Bookstore.&lt;br /&gt;
&lt;br /&gt;
39. Johnson, C. M., and Feyock, S. A genetics-based technique for the automated ac-&lt;br /&gt;
quisition of expert system rule bases. In Proceedings of the IEEE/ACM International&lt;br /&gt;
Conference on Developing and Managing Expert System Programs (1991), IEEE Com-&lt;br /&gt;
puter Society Press, pp. 78–82.&lt;br /&gt;
&lt;br /&gt;
40. Joshi, A., Levy, L., and Takahashi, M. Tree adjunct grammars. J. Comput. Syst. Sci.&lt;br /&gt;
10 (1975), 136–163.&lt;br /&gt;
&lt;br /&gt;
41. Karpuzcu, U. R. Automatic verilog code generation through grammatical evolution.&lt;br /&gt;
In Genetic and Evolutionary Computation Conference (GECCO2005) workshop pro-&lt;br /&gt;
gram (Washington, D.C., USA, 25-29 June 2005), F. Rothlauf, M. Blowers, J. Branke,&lt;br /&gt;
S. Cagnoni, I. I. Garibay, O. Garibay, J. Grahl, G. Hornby, E. D. de Jong, T. Kovacs,&lt;br /&gt;
S. Kumar, C. F. Lima, X. Llor`&lt;br /&gt;
a, F. Lobo, L. D. Merkle, J. Miller, J. H. Moore, M. O’Neill,&lt;br /&gt;
M. Pelikan, T. P. Riopka, M. D. Ritchie, K. Sastry, S. L. Smith, H. Stringer, K. Takadama,&lt;br /&gt;
M. Toussaint, S. C. Upton, and A. H. Wright, Eds., ACM Press, pp. 394–397.&lt;br /&gt;
&lt;br /&gt;
42. Keber, C., and Schuster, M. G. Option valuation with generalized ant programming.&lt;br /&gt;
In Proceedings of the Genetic and Evolutionary Computation Conference (2002), Morgan&lt;br /&gt;
Kaufmann Publishers Inc., pp. 74–81.&lt;br /&gt;
&lt;br /&gt;
43. Keijzer, M., and Babovic, V. Dimensionally aware genetic programming. In Pro-&lt;br /&gt;
ceedings of the Genetic and Evolutionary Computation Conference (Orlando, Florida,&lt;br /&gt;
USA, 13-17 July 1999), W. Banzhaf, J. Daida, A. E. Eiben, M. H. Garzon, V. Honavar,&lt;br /&gt;
M. Jakiela, and R. E. Smith, Eds., vol. 2, Morgan Kaufmann, pp. 1069–1076.28&lt;br /&gt;
&lt;br /&gt;
44. Keijzer, M., Babovic, V., Ryan, C., O’Neill, M., and Cattolico, M. Adaptive logic&lt;br /&gt;
programming. In Proceedings of the Genetic and Evolutionary Computation Conference&lt;br /&gt;
(GECCO-2001) (San Francisco, California, USA, 7-11 July 2001), L. Spector, E. D.&lt;br /&gt;
Goodman, A. Wu, W. B. Langdon, H.-M. Voigt, M. Gen, S. Sen, M. Dorigo, S. Pezeshk,&lt;br /&gt;
M. H. Garzon, and E. Burke, Eds., Morgan Kaufmann, pp. 42–49.&lt;br /&gt;
&lt;br /&gt;
45. Keijzer, M., O’Neill, M., Ryan, C., and Cattolico, M. Grammatical evolution rules:&lt;br /&gt;
The mod and the bucket rule. In Genetic Programming, Proceedings of the 5th European&lt;br /&gt;
Conference, EuroGP 2002 (Kinsale, Ireland, 3-5 Apr. 2002), J. A. Foster, E. Lutton,&lt;br /&gt;
J. Miller, C. Ryan, and A. G. B. Tettamanzi, Eds., vol. 2278 of LNCS, Springer-Verlag,&lt;br /&gt;
pp. 123–130.&lt;br /&gt;
&lt;br /&gt;
46. Keller, R. E., and Banzhaf, W. Genetic programming using genotype-phenotype&lt;br /&gt;
mapping from linear genomes into linear phenotypes. In Genetic Programming 1996:&lt;br /&gt;
Proceedings of the First Annual Conference (Stanford University, CA, USA, 28–31 July&lt;br /&gt;
1996), J. R. Koza, D. E. Goldberg, D. B. Fogel, and R. L. Riolo, Eds., MIT Press,&lt;br /&gt;
pp. 116–122.&lt;br /&gt;
&lt;br /&gt;
47. Koza, J. R. Genetic Programming: On the Programming of Computers by Means of&lt;br /&gt;
Natural Selection. MIT Press, Cambridge, MA, USA, 1992.&lt;br /&gt;
&lt;br /&gt;
48. Koza, J. R. Genetic Programming II: Automatic Discovery of Reusable Programs. MIT&lt;br /&gt;
Press, Cambridge Massachusetts, May 1994.&lt;br /&gt;
&lt;br /&gt;
49. Koza, J. R., Andre, D., Bennett III, F. H., and Keane, M. Genetic Programming 3:&lt;br /&gt;
Darwinian Invention and Problem Solving. Morgan Kaufman, Apr. 1999.&lt;br /&gt;
&lt;br /&gt;
50. Koza, J. R., Keane, M. A., Streeter, M. J., Mydlowec, W., Yu, J., and Lanza, G.&lt;br /&gt;
Genetic Programming IV: Routine Human-Competitive Machine Intelligence. Kluwer&lt;br /&gt;
Academic Publishers, 2003.&lt;br /&gt;
&lt;br /&gt;
51. MacCallum, R. M. Introducing a perl genetic programming system: and can meta-&lt;br /&gt;
evolution solve the bloat problem? In Genetic Programming, Proceedings of EuroGP’2003&lt;br /&gt;
(Essex, 14-16 Apr. 2003), C. Ryan, T. Soule, M. Keijzer, E. Tsang, R. Poli, and E. Costa,&lt;br /&gt;
Eds., vol. 2610 of LNCS, Springer-Verlag, pp. 364–373.&lt;br /&gt;
&lt;br /&gt;
52. McConaghy, T., and Gielen, G. Canonical form functions as a simple means for ge-&lt;br /&gt;
netic programming to evolve human-interpretable functions. In GECCO 2006: Proceed-&lt;br /&gt;
ings of the 8th annual conference on Genetic and evolutionary computation (Seattle,&lt;br /&gt;
Washington, USA, 8-12 July 2006), M. Keijzer, M. Cattolico, D. Arnold, V. Babovic,&lt;br /&gt;
C. Blum, P. Bosman, M. V. Butz, C. Coello Coello, D. Dasgupta, S. G. Ficici, J. Foster,&lt;br /&gt;
A. Hernandez-Aguirre, G. Hornby, H. Lipson, P. McMinn, J. Moore, G. Raidl, F. Roth-&lt;br /&gt;
lauf, C. Ryan, and D. Thierens, Eds., vol. 1, ACM Press, pp. 855–862.&lt;br /&gt;
&lt;br /&gt;
53. McGee, R., O’Neill, M., and Brabazon, A. The syntax of stock selection: Gram-&lt;br /&gt;
matical evolution of a stock picking model. In IEEE World Congress on Computational&lt;br /&gt;
Intelligence WCCI 2010 (Barcelona, Spain, 2010), IEEE Press.&lt;br /&gt;
&lt;br /&gt;
54. McKay, B. Partial functions in fitness-shared genetic programming. In Proceedings of&lt;br /&gt;
the 2000 Congress on Evolutionary Computation CEC00 (La Jolla Marriott Hotel La&lt;br /&gt;
Jolla, California, USA, 6-9 July 2000), IEEE Press, pp. 349–356.&lt;br /&gt;
&lt;br /&gt;
55. McKay, R. I., Hoang, T. H., Essam, D. L., and Nguyen, X. H. Developmental evalua-&lt;br /&gt;
tion in genetic programming: the preliminary results. In Proceedings of the 9th European&lt;br /&gt;
Conference on Genetic Programming (Budapest, Hungary, 10 - 12 Apr. 2006), P. Collet,&lt;br /&gt;
M. Tomassini, M. Ebner, S. Gustafson, and A. Ek ́&lt;br /&gt;
art, Eds., vol. 3905 of Lecture Notes in&lt;br /&gt;
Computer Science, Springer, pp. 280–289.&lt;br /&gt;
&lt;br /&gt;
56. McKay, R. I. B. Variants of genetic programming for species distribution modelling –&lt;br /&gt;
fitness sharing, partial functions, population evaluation. Ecological Modelling 146, 1-3&lt;br /&gt;
(2001), 231–241.&lt;br /&gt;
&lt;br /&gt;
57. McKay, R. I. B., Hoang, T. H., Mori, N., and Nguyen, X H an d Essam, D. L.&lt;br /&gt;
Model-building with interpolated temporal data. Ecological Informatics 1, 3 (2006),&lt;br /&gt;
259–268.&lt;br /&gt;
&lt;br /&gt;
58. Miller, J. F., and Thomson, P. Cartesian genetic programming. In Proceedings of the&lt;br /&gt;
European Conference on Genetic Programming (London, UK, 2000), Springer-Verlag,&lt;br /&gt;
pp. 121–132.&lt;br /&gt;
&lt;br /&gt;
59. Montana, D. J. Strongly typed genetic programming. Evolutionary Computation 3, 2&lt;br /&gt;
(1995), 199–230.&lt;br /&gt;
&lt;br /&gt;
60. Nguyen, X. H., McKay, R. I. B., Essam, D. L., and Abbass, H. A. Genetic transposi-&lt;br /&gt;
tion in tree-adjoining grammar guided genetic programming: the relocation operator. In&lt;br /&gt;
2004 Asia-Pacific Conference on Simulated Evolution and Learning (October 2004).29&lt;br /&gt;
&lt;br /&gt;
61. Nordin, P., Banzhaf, W., and Francone, F. D. Efficient evolution of machine code for&lt;br /&gt;
CISC architectures using instruction blocks and homologous crossover. In Advances in&lt;br /&gt;
Genetic Programming 3, L. Spector, W. B. Langdon, U.-M. O’Reilly, and P. J. Angeline,&lt;br /&gt;
Eds. MIT Press, Cambridge, MA, USA, June 1999, ch. 12, pp. 275–299.&lt;br /&gt;
&lt;br /&gt;
62. O’Neill, M., and Brabazon, A. mGGA: The meta-grammar genetic algorithm. In Pro-&lt;br /&gt;
ceedings of the 8th European Conference on Genetic Programming (Lausanne, Switzer-&lt;br /&gt;
land, 30 Mar. - 1 Apr. 2005), M. Keijzer, A. Tettamanzi, P. Collet, J. I. van Hemert, and&lt;br /&gt;
M. Tomassini, Eds., vol. 3447 of Lecture Notes in Computer Science, Springer, pp. 311–&lt;br /&gt;
320.&lt;br /&gt;
&lt;br /&gt;
63. O’Neill, M., and Brabazon, A. Grammatical differential evolution. In Proceedings&lt;br /&gt;
of the International Conference on Artificial Intelligence (Las Vegas, NV, USA, 2006),&lt;br /&gt;
CSEA Press, pp. 231–236.&lt;br /&gt;
&lt;br /&gt;
64. O’Neill, M., and Brabazon, A. Grammatical swarm: The generation of programs by&lt;br /&gt;
social programming. Natural Computing 5, 4 (2006), 443–462.&lt;br /&gt;
&lt;br /&gt;
65. O’Neill, M., Brabazon, A., Nicolau, M., Garraghy, S. M., and Keenan, P. pi&lt;br /&gt;
grammatical evolution. In Genetic and Evolutionary Computation – GECCO-2004, Part&lt;br /&gt;
II (Seattle, WA, USA, 26-30 June 2004), K. Deb, R. Poli, W. Banzhaf, H.-G. Beyer,&lt;br /&gt;
E. Burke, P. Darwen, D. Dasgupta, D. Floreano, J. Foster, M. Harman, O. Holland, P. L.&lt;br /&gt;
Lanzi, L. Spector, A. Tettamanzi, D. Thierens, and A. Tyrrell, Eds., vol. 3103 of Lecture&lt;br /&gt;
Notes in Computer Science, Springer-Verlag, pp. 617–629.&lt;br /&gt;
&lt;br /&gt;
66. O’Neill, M., Hemberg, E., Gilligan, C., Bartley, E., McDermott, J., and&lt;br /&gt;
Brabazon, A. Geva: Grammatical evolution in java. SIGEVOlution 3, 2 (2008), 17–23.&lt;br /&gt;
&lt;br /&gt;
67. O’Neill, M., and Ryan, C. Grammatical evolution. IEEE Transactions on Evolutionary&lt;br /&gt;
Computation 5, 4 (Aug. 2001), 349–358.&lt;br /&gt;
&lt;br /&gt;
68. O’Neill, M., and Ryan, C. Grammatical Evolution: Evolutionary Automatic Program-&lt;br /&gt;
ming in a Arbitrary Language, vol. 4 of Genetic programming. Kluwer Academic Pub-&lt;br /&gt;
lishers, 2003.&lt;br /&gt;
&lt;br /&gt;
69. O’Neill, M., and Ryan, C. Grammatical evolution by grammatical evolution: The&lt;br /&gt;
evolution of grammar and genetic code. In Genetic Programming 7th European Confer-&lt;br /&gt;
ence, EuroGP 2004, Proceedings (Coimbra, Portugal, 5-7 Apr. 2004), M. Keijzer, U.-M.&lt;br /&gt;
O’Reilly, S. M. Lucas, E. Costa, and T. Soule, Eds., vol. 3003 of LNCS, Springer-Verlag,&lt;br /&gt;
pp. 138–149.&lt;br /&gt;
&lt;br /&gt;
70. O’Neill, M., Ryan, C., Keijzer, M., and Cattolico, M. Crossover in grammatical&lt;br /&gt;
evolution. Genetic Programming and Evolvable Machines 4, 1 (Mar. 2003), 67–93.&lt;br /&gt;
&lt;br /&gt;
71. O’Neill, M., Swafford, J. M., McDermott, J., Byrne, J., Brabazon, A., Shotton,&lt;br /&gt;
E., McNally, C., and Hemberg, M. Shape grammars and grammatical evolution for&lt;br /&gt;
evolutionary design. In GECCO 2009: Genetic and Evolutionary Computation Confer-&lt;br /&gt;
ence (Montreal, Canada, 2009), ACM.&lt;br /&gt;
&lt;br /&gt;
72. Ortega, A., de la Cruz, M., and Alfonseca, M. Christiansen grammar evolution:&lt;br /&gt;
Grammatical evolution with semantics. Evolutionary Computation, IEEE Transactions&lt;br /&gt;
on 11, 1 (Feb. 2007), 77–90.&lt;br /&gt;
&lt;br /&gt;
73. O’Sullivan, J., and Ryan, C. An investigation into the use of different search strategies&lt;br /&gt;
with grammatical evolution. In Genetic Programming, Proceedings of the 5th European&lt;br /&gt;
Conference, EuroGP 2002 (Kinsale, Ireland, 3-5 Apr. 2002), J. A. Foster, E. Lutton,&lt;br /&gt;
J. Miller, C. Ryan, and A. G. B. Tettamanzi, Eds., vol. 2278 of LNCS, Springer-Verlag,&lt;br /&gt;
pp. 268–277.&lt;br /&gt;
&lt;br /&gt;
74. Otero-Rodriguez, J., Garcia-Carbajal, S., and Sanchez-Ramos, L. Fuzzy control&lt;br /&gt;
applied to a gas transport network in a siderurgycal environment. In 7th International&lt;br /&gt;
Conference in Information Processing and Management of Uncertainty in Knowledge&lt;br /&gt;
Based Systems (Paris, 1998), pp. 403–410.&lt;br /&gt;
&lt;br /&gt;
75. Paterson, N., and Livesey, M. Evolving caching algorithms in C by genetic program-&lt;br /&gt;
ming. In Genetic Programming 1997: Proceedings of the Second Annual Conference&lt;br /&gt;
(Stanford University, CA, USA, 13-16 July 1997), J. R. Koza, K. Deb, M. Dorigo, D. B.&lt;br /&gt;
Fogel, M. Garzon, H. Iba, and R. L. Riolo, Eds., Morgan Kaufmann, pp. 262–267.&lt;br /&gt;
&lt;br /&gt;
76. Paterson, N. R., and Livesey, M. Distinguishing genotype and phenotype in genetic&lt;br /&gt;
programming. In Late Breaking Papers at the Genetic Programming 1996 Conference&lt;br /&gt;
Stanford University July 28-31, 1996 (Stanford University, CA, USA, 28–31 July 1996),&lt;br /&gt;
J. R. Koza, Ed., Stanford Bookstore, pp. 141–150.&lt;br /&gt;
&lt;br /&gt;
77. Ratle, A., and Sebag, M. Genetic programming and domain knowledge: Beyond the&lt;br /&gt;
limitations of grammar-guided machine discovery. In Parallel Problem Solving from Na-&lt;br /&gt;
ture - PPSN VI 6th International Conference (Paris, France, 16-20 Sept. 2000), M. Schoe-&lt;br /&gt;
nauer, K. Deb, G. Rudolph, X. Yao, E. Lutton, J. J. Merelo, and H.-P. Schwefel, Eds.,&lt;br /&gt;
vol. 1917 of LNCS, Springer Verlag, pp. 211–220.&lt;br /&gt;
&lt;br /&gt;
Ratle, A., and Sebag, M. Avoiding the bloat with probabilistic grammar-guided ge-&lt;br /&gt;
netic programming. In Artificial Evolution 5th International Conference, Evolution Ar-&lt;br /&gt;
tificielle, EA 2001 (Creusot, France, Oct. 29-31 2001), P. Collet, C. Fonlupt, J.-K. Hao,&lt;br /&gt;
E. Lutton, and M. Schoenauer, Eds., vol. 2310 of LNCS, Springer Verlag, pp. 255–266.&lt;br /&gt;
&lt;br /&gt;
Ratle, A., and Sebag, M. Grammar-guided genetic programming and dimensional con-&lt;br /&gt;
sistency: application to non-parametric identification in mechanics. Applied Soft Com-&lt;br /&gt;
puting 1, 1 (2001), 105–118.&lt;br /&gt;
&lt;br /&gt;
Ratle, A., and Sebag, M. A novel approach to machine discovery: Genetic program-&lt;br /&gt;
ming and stochastic grammars. In Proceedings of Twelfth International Conference on&lt;br /&gt;
Inductive Logic Programming (Sydney, Australia, July 9-11, 2002 2003), S. Matwin and&lt;br /&gt;
C. Sammut, Eds., vol. 2583 of LNCS, Springer Verlag, pp. 207–222.&lt;br /&gt;
Ridley, M. Evolution. Blackwell Science, London, 1996.&lt;br /&gt;
&lt;br /&gt;
Rodr ́ıguez-Va ́ zquez, K., and Fleming, P. J. Use of genetic programming in the iden-&lt;br /&gt;
tification of rational model structures. In Proceedings of the European Conference on&lt;br /&gt;
Genetic Programming (London, UK, 2000), vol. 1802 of Lecture Notes in Computer Sci-&lt;br /&gt;
ence, Springer-Verlag, pp. 181–192.&lt;br /&gt;
&lt;br /&gt;
Ross, B. J. Logic-based genetic programming with definite clause translation grammars.&lt;br /&gt;
New Generation Computing 19, 4 (2001), 313–337.&lt;br /&gt;
&lt;br /&gt;
Rothlauf, F., and Oetzel, M. On the locality of grammatical evolution. Working Paper&lt;br /&gt;
11/2005, Department of Business Administration and Information Systems, University&lt;br /&gt;
of Mannheim, D-68131 Mannheim, Germany, Dec. 2005.&lt;br /&gt;
&lt;br /&gt;
Ryan, C., and Azad, R. M. A. Sensible initialisation in grammatical evolution. In&lt;br /&gt;
GECCO 2003: Proceedings of the Bird of a Feather Workshops, Genetic and Evolu-&lt;br /&gt;
tionary Computation Conference (Chigaco, 11 July 2003), A. M. Barry, Ed., AAAI,&lt;br /&gt;
pp. 142–145.&lt;br /&gt;
Ryan, C., Nicolau, M., and O’Neill, M. Genetic algorithms using grammatical evo-&lt;br /&gt;
lution. In Genetic Programming, Proceedings of the 5th European Conference, EuroGP&lt;br /&gt;
2002 (Kinsale, Ireland, 3-5 Apr. 2002), J. A. Foster, E. Lutton, J. Miller, C. Ryan, and&lt;br /&gt;
A. G. B. Tettamanzi, Eds., vol. 2278 of LNCS, Springer-Verlag, pp. 278–287.&lt;br /&gt;
&lt;br /&gt;
Ryan, C., O’Neill, M., and Azad, A. No coercion and no prohibition - A position&lt;br /&gt;
independent encoding scheme for evolutionary algorithms. In Proceedings of the Genetic&lt;br /&gt;
and Evolutionary Computation Conference (GECCO-2001) (San Francisco, California,&lt;br /&gt;
USA, 7-11 July 2001), L. Spector, E. D. Goodman, A. Wu, W. B. Langdon, H.-M. Voigt,&lt;br /&gt;
M. Gen, S. Sen, M. Dorigo, S. Pezeshk, M. H. Garzon, and E. Burke, Eds., Morgan&lt;br /&gt;
Kaufmann, p. 187.&lt;br /&gt;
&lt;br /&gt;
Shan, Y., Abbass, H., McKay, R. I., and Essam, D. AntTAG: a further study. In&lt;br /&gt;
Proceedings of the Sixth Australia-Japan Joint Workshop on Intelligent and Evolutionary&lt;br /&gt;
Systems (Australian National University, Canberra, Australia, 30 Nov. 2002), R. Sarker&lt;br /&gt;
and B. McKay, Eds.&lt;br /&gt;
&lt;br /&gt;
Shan, Y., McKay, R., Essam, D., and Abbass, H. A survey of probabilistic model build-&lt;br /&gt;
ing genetic programming. In Scalable Optimization via Probabilistic Modeling, M. Pe-&lt;br /&gt;
likan, K. Sastry, and E. Cantu-Paz, Eds., vol. 33 of Studies in Computational Intelligence.&lt;br /&gt;
Springer Verlag, Berlin, Germany, 2006, pp. 121–160.&lt;br /&gt;
&lt;br /&gt;
Shan, Y., McKay, R. I., Abbass, H. A., and Essam, D. Program evolution with explicit&lt;br /&gt;
learning: a new framework for program automatic synthesis. In Proceedings of the 2003&lt;br /&gt;
Congress on Evolutionary Computation CEC2003 (Canberra, 8-12 Dec. 2003), R. Sarker,&lt;br /&gt;
R. Reynolds, H. Abbass, K. C. Tan, B. McKay, D. Essam, and T. Gedeon, Eds., IEEE&lt;br /&gt;
Press, pp. 1639–1646.&lt;br /&gt;
&lt;br /&gt;
Shan, Y., McKay, R. I., Baxter, R., Abbass, H., Essam, D., and Hoai, N. X. Gram-&lt;br /&gt;
mar model-based program evolution. In Proceedings of the 2004 IEEE Congress on&lt;br /&gt;
Evolutionary Computation (Portland, Oregon, 20-23 June 2004), IEEE Press, pp. 478–&lt;br /&gt;
485.&lt;br /&gt;
&lt;br /&gt;
Shan, Y., McKay, R. I., Lokan, C. J., and Essam, D. L. Software project effort&lt;br /&gt;
estimation using genetic programming. In Proceedings of International Conference on&lt;br /&gt;
Communications Circuits and Systems (2002).&lt;br /&gt;
&lt;br /&gt;
Shan, Y., Paull, D., and McKay, R. I. Machine learning of poorly predictable ecological&lt;br /&gt;
data. Ecological Modelling 195, 1-2 (15 May 2006), 129–138. Selected Papers from the&lt;br /&gt;
Third Conference of the International Society for Ecological Informatics (ISEI), August&lt;br /&gt;
26–30, 2002, Grottaferrata, Rome, Italy.31&lt;br /&gt;
&lt;br /&gt;
94. Spector, L., and Stoffel, K. Ontogenetic programming. In Genetic Programming&lt;br /&gt;
1996: Proceedings of the First Annual Conference (Stanford University, CA, USA, 28–31&lt;br /&gt;
July 1996), J. R. Koza, D. E. Goldberg, D. B. Fogel, and R. L. Riolo, Eds., MIT Press,&lt;br /&gt;
pp. 394–399.&lt;br /&gt;
&lt;br /&gt;
95. Tanev, I. Implications of incorporating learning probabilistic context-sensitive grammar&lt;br /&gt;
in genetic programming on evolvability of adaptive locomotion gaits of snakebot. In&lt;br /&gt;
Proceedings of GECCO 2004 (eattle, Washington, USA, June 2004).&lt;br /&gt;
96. Tanev, I. Genetic programming incorporating biased mutation for evolution and adap-&lt;br /&gt;
tation of snakebot. Genetic Programming and Evolvable Machines 8, 1 (2007), 39–59.&lt;br /&gt;
&lt;br /&gt;
97. Tanev, I., and Shimohara, K. On role of implicit interaction and explicit communi-&lt;br /&gt;
cations in emergence of social behavior in continuous predators-prey pursuit problem.&lt;br /&gt;
In Genetic and Evolutionary Computation – GECCO-2003 (Berlin, 12-16 July 2003),&lt;br /&gt;
E. Cant ́-Paz, J. A. Foster, K. Deb, D. Davis, R. Roy, U.-M. O’Reilly, H.-G. Beyer,&lt;br /&gt;
R. Standish, G. Kendall, S. Wilson, M. Harman, J. Wegener, D. Dasgupta, M. A. Pot-&lt;br /&gt;
ter, A. C. Schultz, K. Dowsland, N. Jonoska, and J. Miller, Eds., vol. 2724 of LNCS,&lt;br /&gt;
Springer-Verlag, pp. 74–85.&lt;br /&gt;
&lt;br /&gt;
98. Tsakonas, A., Dounias, G., Doumpos, M., and Zopounidis, C. Bankruptcy prediction&lt;br /&gt;
with neural logic networks by means of grammar-guided genetic programming. Expert&lt;br /&gt;
Systems With Applications 30, 3 (Apr. 2006), 449–461. Intelligent Information Systems&lt;br /&gt;
for Financial Engineering.&lt;br /&gt;
&lt;br /&gt;
99. Tsoulos, I. G., and Lagaris, I. E. Solving differential equations with genetic program-&lt;br /&gt;
ming. Genetic Programming and Evolvable Machines 7, 1 (Mar. 2006), 33–54.&lt;br /&gt;
&lt;br /&gt;
100. Vanyi, R., and Zvada, S. Avoiding syntactically incorrect individuals via parameterized&lt;br /&gt;
operators applied on derivation trees. Evolutionary Computation, 2003. CEC ’03. The&lt;br /&gt;
2003 Congress on 4 (8-12 Dec. 2003), 2791–2798 Vol.4.&lt;br /&gt;
&lt;br /&gt;
101. Whigham, P., Dick, G., and Recknagel, F. Exploring seasonal patterns using process&lt;br /&gt;
modelling and evolutionary computation. Ecological Modelling 195, 1-2 (2006), 146–152.&lt;br /&gt;
&lt;br /&gt;
102. Whigham, P. A. Grammatically-based genetic programming. In Proceedings of the&lt;br /&gt;
Workshop on Genetic Programming: From Theory to Real-World Applications (Tahoe&lt;br /&gt;
City, California, USA, 9 July 1995), J. P. Rosca, Ed., pp. 33–41.&lt;br /&gt;
&lt;br /&gt;
103. Whigham, P. A. Inductive bias and genetic programming. In First International Con-&lt;br /&gt;
ference on Genetic Algorithms in Engineering Systems: Innovations and Applications,&lt;br /&gt;
GALESIA (Sheffield, UK, 12-14 Sept. 1995), A. M. S. Zalzala, Ed., vol. 414, IEE, pp. 461–&lt;br /&gt;
466.&lt;br /&gt;
&lt;br /&gt;
104. Whigham, P. A. Grammatical Bias for Evolutionary Learning. PhD thesis, School&lt;br /&gt;
of Computer Science, University College, University of New South Wales, Australian&lt;br /&gt;
Defence Force Academy, Canberra, Australia, 14 Oct. 1996.&lt;br /&gt;
&lt;br /&gt;
105. Whigham, P. A. Induction of a marsupial density model using genetic programming and&lt;br /&gt;
spatial relationships. Ecological Modelling 131, 2-3 (2000), 299–317.&lt;br /&gt;
&lt;br /&gt;
106. Whigham, P. A., and Crapper, P. F. Time series modelling using genetic program-&lt;br /&gt;
ming: An application to rainfall-runoff models. In Advances in Genetic Programming&lt;br /&gt;
3, L. Spector, W. B. Langdon, U.-M. O’Reilly, and P. J. Angeline, Eds. MIT Press,&lt;br /&gt;
Cambridge, MA, USA, June 1999, ch. 5, pp. 89–104.&lt;br /&gt;
&lt;br /&gt;
107. Wong, M. L., and Leung, K. S. Applying logic grammars to induce sub-functions in&lt;br /&gt;
genetic programming. In 1995 IEEE Conference on Evolutionary Computation (Perth,&lt;br /&gt;
Australia, 29 Nov. - 1 Dec. 1995), vol. 2, IEEE Press, pp. 737–740.&lt;br /&gt;
&lt;br /&gt;
108. Wong, M. L., and Leung, K. S. Evolutionary program induction directed by logic&lt;br /&gt;
grammars. Evolutionary Computation 5, 2 (summer 1997), 143–180.&lt;br /&gt;
&lt;br /&gt;
109. Wong, M. L., and Leung, K. S. Data Mining Using Grammar Based Genetic Program-&lt;br /&gt;
ming and Applications, vol. 3 of Genetic Programming. Kluwer Academic Publishers,&lt;br /&gt;
Jan. 2000.&lt;br /&gt;
&lt;br /&gt;
110. Zvada, S., and Vanyi, R. Improving grammer based evolution algorithms via attributed&lt;br /&gt;
derivation trees. In Genetic Programming 7th European Conference, EuroGP 2004,&lt;br /&gt;
Proceedings (Coimbra, Portugal, 5-7 Apr. 2004), M. Keijzer, U.-M. O’Reilly, S. M. Lucas,&lt;br /&gt;
E. Costa, and T. Soule, Eds., vol. 3003 of LNCS, Springer-Verlag, pp. 208–219.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
== Links ==&lt;br /&gt;
=== Full Text === &lt;br /&gt;
http://ncra.ucd.ie/papers/grammarbasedGPaSurvey2010.pdf&lt;br /&gt;
&lt;br /&gt;
[[intern file]]&lt;br /&gt;
&lt;br /&gt;
=== Sonstige Links ===&lt;/div&gt;</summary>
		<author><name>Gbachelier</name></author>	</entry>

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