Semantically-based crossover in genetic programming: application to real-valued symbolic regression

@article{Uy2010SemanticallybasedCI,
  title={Semantically-based crossover in genetic programming: application to real-valued symbolic regression},
  author={Nguyen Quang Uy and Nguyen Xuan Hoai and Michael O'Neill and Robert I. McKay and Edgar Galv{\'a}n L{\'o}pez},
  journal={Genetic Programming and Evolvable Machines},
  year={2010},
  volume={12},
  pages={91-119}
}
We investigate the effects of semantically-based crossover operators in genetic programming, applied to real-valued symbolic regression problems. We propose two new relations derived from the semantic distance between subtrees, known as semantic equivalence and semantic similarity. These relations are used to guide variants of the crossover operator, resulting in two new crossover operators—semantics aware crossover (SAC) and semantic similarity-based crossover (SSC). SAC, was introduced and… CONTINUE READING
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References

Publications referenced by this paper.
Showing 1-10 of 57 references

Semantics with Applications: An Appetizer

Undergraduate Topics in Computer Science • 2007
View 4 Excerpts
Highly Influenced

Semantically driven crossover in genetic programming

2008 IEEE Congress on Evolutionary Computation (IEEE World Congress on Computational Intelligence) • 2008
View 12 Excerpts
Highly Influenced

Meaning and Language: An introduction to Semantics and Pragmatics

C. Alan
Oxford Textbooks in Linguistics, Cambridge, UK, • 2004
View 2 Excerpts
Highly Influenced

The Unique Implications of Brood Selection for Genetic Programming

International Conference on Evolutionary Computation • 1994
View 4 Excerpts
Highly Influenced

Retrieval time from semantic memory

A. M. Collins, M. R. Quillian
Journal of Verbal Learning and Verbal Behavior,, 8:240–247, • 1969
View 2 Excerpts
Highly Influenced

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