G-REX: A Versatile Framework for Evolutionary Data Mining

Created by W.Langdon from gp-bibliography.bib Revision:1.4216

  author =       "Rikard Konig and Ulf Johansson and Lars Niklasson",
  title =        "G-REX: A Versatile Framework for Evolutionary Data
  booktitle =    "IEEE International Conference on Data Mining
                 Workshops, ICDMW '08",
  year =         "2008",
  month =        dec,
  pages =        "971--974",
  keywords =     "genetic algorithms, genetic programming, G-REX, Weka,
                 decision lists, decision trees, evolutionary data
                 mining, fuzzy-rules, hybrid kNN-rules, regression
                 models, data mining, decision trees, fuzzy set theory,
                 regression analysis",
  DOI =          "doi:10.1109/ICDMW.2008.117",
  abstract =     "This paper presents G-REX, a versatile data mining
                 framework based on genetic programming. What differs
                 G-REX from other GP frameworks is that it doesn't
                 strive to be a general purpose framework. This allows
                 G-REX to include more functionality specific to data
                 mining like preprocessing, evaluation- and optimization
                 methods, but also a multitude of predefined
                 classification and regression models. Examples of
                 predefined models are decision trees, decision lists,
                 k-NN with attribute weights, hybrid kNN-rules,
                 fuzzy-rules and several different regression models.
                 The main strength is, however, the flexibility, making
                 it easy to modify, extend and combine all of the
                 predefined functionality. G-REX is, in addition,
                 available in a special Weka package adding useful
                 evolutionary functionality to the standard data mining
                 tool Weka.",
  notes =        "Also known as \cite{4734030}",

Genetic Programming entries for Rikard Konig Ulf Johansson Lars Niklasson