Evolutionary Optimization of Logic-Oriented Systems

Created by W.Langdon from gp-bibliography.bib Revision:1.8010

@InProceedings{pedrycz:2001:gecco,

• title = "Evolutionary Optimization of Logic-Oriented Systems",
• author = "Witold Pedrycz and Marek Reformat",
• pages = "1389--1396",
• year = "2001",
• publisher = "Morgan Kaufmann",
• booktitle = "Proceedings of the Genetic and Evolutionary Computation Conference (GECCO-2001)",
• editor = "Lee Spector and Erik D. Goodman and Annie Wu and W. B. Langdon and Hans-Michael Voigt and Mitsuo Gen and Sandip Sen and Marco Dorigo and Shahram Pezeshk and Max H. Garzon and Edmund Burke",
• address = "San Francisco, California, USA",
• publisher_address = "San Francisco, CA 94104, USA",
• month = "7-11 " # jul,
• keywords = "genetic algorithms, genetic programming, real world applications, fuzzy models, fuzzy neurons, logic architectures, rule-based computing",
• ISBN = "1-55860-774-9",
• URL = "http://gpbib.cs.ucl.ac.uk/gecco2001/d24.pdf",
• size = "8 pages",
• abstract = "This study is concerned with an evolutionary methodology of designing logic-based models. These models dwell on a logic fabric of granular computing and learning capabilities of fuzzy neural networks. The proposed design comprises two fundamental phases, namely an evolutionary optimization (via Genetic Programming, GP) of the generic structure of the model that is followed by its parametric refinement completed in the form of a detailed gradient-based learning. We discuss the underlying algorithm and elaborate on the way in which GP helps cope with high dimensionality of the modelling problem (it is known that a significant number of variables leads to the failure of the parametric learning). The study is illustrated with the aid of a numeric example that provides a detailed insight into the performance of the logic-oriented models and quantifies crucial design issues.",
• notes = "GECCO-2001 A joint meeting of the tenth International Conference on Genetic Algorithms (ICGA-2001) and the sixth Annual Genetic Programming Conference (GP-2001) Part of \cite{spector:2001:GECCO}",

}

Genetic Programming entries for Witold Pedrycz Marek Reformat

Citations