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Caching for parallel linear genetic programming

Published: 12 July 2011 Publication History

Abstract

Parallel Linear Genetic Programming (PLGP) is an exciting new approach to Linear Genetic Programming (LGP) which decreases building block disruption and significantly improves performance by the introduction of a parallel architecture. We introduce a caching algorithm for PLGP which exploits this parallel architecture to avoid the majority of instruction executions. This allows PLGP programs to be executed an order of magnitude faster than LGP programs with an equal number of instructions.

References

[1]
W. Banzhaf, P. Nordin, R. E. Keller, and F. D. Francone. Genetic Programming: An Introduction on the Automatic Evolution of computer programs and its Applications. Morgan Kaufmann Publishers, 1998.
[2]
C. Downey and M. Zhang. Parallel linear genetic programming. In EuroGP, volume 6621, pages 178--189, 2011.
[3]
B. E. Eskridge and D. F. Hougen. Memetic crossover for genetic programming: Evolution through imitation. In Genetic and Evolutionary Computation - GECCO, Part II, volume 3103 of Lecture Notes in Computer Science, pages 459--470. Springer-Verlag, 2004.

Cited By

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  • (2022)Graph-based linear genetic programmingProceedings of the Genetic and Evolutionary Computation Conference10.1145/3512290.3528730(955-963)Online publication date: 8-Jul-2022

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Published In

cover image ACM Conferences
GECCO '11: Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
July 2011
1548 pages
ISBN:9781450306904
DOI:10.1145/2001858

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 12 July 2011

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Author Tags

  1. caching
  2. genetic programming
  3. linear genetic programming

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  • (2022)Graph-based linear genetic programmingProceedings of the Genetic and Evolutionary Computation Conference10.1145/3512290.3528730(955-963)Online publication date: 8-Jul-2022

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