Semantic based crossovers in Tree-Adjoining Grammar Guided Genetic Programming

Created by W.Langdon from gp-bibliography.bib Revision:1.3872

@InProceedings{Phong:2013:RIVF,
  author =       "Dao Ngoc Phong and Nguyen Quang Uy and 
                 Nguyen Xuan Hoai and Nguyen Thanh Thuy",
  title =        "Semantic based crossovers in Tree-Adjoining Grammar
                 Guided Genetic Programming",
  booktitle =    "IEEE International Conference on Computing and
                 Communication Technologies, Research, Innovation, and
                 Vision for the Future (RIVF 2013)",
  year =         "2013",
  month =        nov,
  pages =        "141--146",
  keywords =     "genetic algorithms, genetic programming, grammars,
                 learning (artificial intelligence), regression
                 analysis, trees (mathematics), SSC, TAG-based
                 representation, TAG3P, benchmark symbolic regression
                 problems, machine learning method, nonfixed arity
                 property, semantic based crossover operators, semantic
                 similarity based crossover, tree-adjoining grammar
                 guided genetic programming, Educational institutions,
                 Grammar, Semantics, Semantic based crossovers,
                 Tree-Adjoining Grammar Guided Genetic Programming",
  DOI =          "doi:10.1109/RIVF.2013.6719883",
  abstract =     "In this paper we propose an approach to implementing
                 new semantic based crossover operators in
                 Tree-Adjoining Grammar Guided Genetic Programming
                 (TAG3P). The design of the new crossover operators is
                 based on the non-fixed arity (also called feasibility)
                 property of TAG-based representation in TAG3P. The new
                 operators are then tested on a family of benchmark
                 symbolic regression problems and compared with standard
                 Genetic programming (GP), GP with Semantic Similarity
                 based Crossover (SSC), and TAG3P. The results show that
                 TAG3P with the new operators significantly outperforms
                 GP, GP with SSC, and TAG3P.",
  notes =        "Also known as \cite{6719883}",
}

Genetic Programming entries for Ngoc Phong Dao Quang Uy Nguyen Nguyen Xuan Hoai Nguyen Thanh Thuy

Citations