Context-aware mutation: A modular, context aware mutation operator for genetic programming

Proceedings of GECCO 2007: Genetic and Evolutionary Computation Conference

Volumn , Issue , 2007, Pages 1651-1658

  Majeed, Hammad ^a   Ryan, Conor ^a  

^a UNIVERSITY OF LIMERICK   (Ireland)

Author keywords

Building blocks; Cache; Cascaded run; Constructive; Context; Context aware crossover; Crossover; Fitness; Modules

Indexed keywords

MATHEMATICAL OPERATORS; TREES (MATHEMATICS);

BUILDING BLOCKS; CASCADED RUN; CONTEXT-AWARE CROSSOVER;

GENETIC PROGRAMMING;

EID: 34548096193     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1276958.1277285     Document Type: Conference Paper

References (10)

1. P. J. Angeline and J. B. Pollack. Coevolving high-level representations. July Technical report 92-PA-COEVOLVE, Laboratory for Artificial Intelligence. The Ohio State University, 1993.
2. Peter J. Angeline and Jordan Pollack. Evolutionary module acquisition. In D. Fogel and W. Atmar, editors, Proceedings of the Second Annual Conference on Evolutionary Programming, pages 154-163, La Jolla, CA, USA, 25-26 February 1993.
3. Antonello Dessi, Antonella Giani, and Antonina Starita. An analysis of automatic subroutine discovery in genetic programming. In Proceedings of the Genetic and Evolutionary Computation Conference, volume 2, pages 996-1001, Orlando, Florida, USA, 13-17 July 1999. Morgan Kaufmann.
4. Daniel Howard. Modularization by multi-run frequency driven subtree encapsulation. In Rick L. Riolo and Bill Worzel, editors, Genetic Programming Theory and Practise, chapter 10, pages 155-172. Kluwer, 2003.
5. John R. Koza. Genetic Programming II: Automatic Discovery of Reusable Programs. MIT Press, Cambridge Massachusetts, May 1994.
6. Hammad Majeed and Conor Ryan. A less destructive, context-aware crossover operator for GP. In Pierre Collet, Marco Tomassini, Marc Ebner, Steven Gustafson, and Anikó Ekárt, editors, Proceedings of the 9th European Conference on Genetic Programming, volume 3905 of Lecture Notes in Computer Science, pages 36-48, Budapest, Hungary, 10 - 12 April 2006. Springer.
7. Hammad Majeed and Conor Ryan. Using context-aware crossover to improve the performance of GP. In GECCO 2006: Proceedings of the 8th annual conference on Genetic and evolutionary computation, volume 1, pages 847-854, Seattle, Washington, USA, 8-12 July 2006. ACM Press.
8. Hammad Majeed, Conor Ryan, and R. Muhammad Atif Azad. Evaluating GP schema in context. In GECCO 2005: Proceedings of the 2005 conference on Genetic and evolutionary computation, volume 2, pages 1773-1774, Washington DC, USA, 25-29 June 2005. ACM Press.
9. Justinian P. Rosea and Dana H. Ballard. Discovery of subroutines in genetic programming. In Peter J. Angeline and K. E. Kinnear, Jr., editors, Advances in Genetic Programming 2, chapter 9, pages 177-202. MIT Press, Cambridge, MA, USA, 1996.
10. Conor Ryan and Maarten Keijzer. An analysis of diversity of constants of genetic programming. In Conor Ryan, Terence Soule, Maarten Keijzer, Edward Tsang, Riccardo Poli, and Ernesto Costa, editors, Genetic Programming, Proceedings of EuroGP'2003, volume 2610 of LNCS, pages 404-413, Essex, 14-16 April 2003. Springer-Verlag.