Association rule mining using a multi-objective grammar-based ant programming algorithm

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@InProceedings{Olmo:2011:ISDA,
  author =       "Juan Luis Olmo and Jose Maria Luna and 
                 Jose Raul Romero and Sebastian Ventura",
  title =        "Association rule mining using a multi-objective
                 grammar-based ant programming algorithm",
  booktitle =    "11th International Conference on Intelligent Systems
                 Design and Applications (ISDA 2011)",
  year =         "2011",
  month =        "22-24 " # nov,
  pages =        "971--977",
  address =      "Cordoba",
  size =         "7 pages",
  abstract =     "This paper presents a method for extracting
                 association rules by means of a multi-objective grammar
                 guided ant programming algorithm. Solution construction
                 is guided by a context-free grammar specifically suited
                 for association rule mining, which defines the search
                 space of all possible expressions or programs.
                 Evaluation of individuals is considered from a
                 Pareto-based point of view, measuring support and
                 confidence of rules mined, and assigning them a ranking
                 fitness. The proposed algorithm is verified over 10
                 varied data sets and compared to other association rule
                 mining algorithms from several paradigms such as
                 exhaustive search, genetic algorithms and genetic
                 programming, showing that ant programming is a good
                 technique at addressing the association task of data
                 mining as well.",
  keywords =     "genetic algorithms, genetic programming, ant colony
                 optimisation, ant programming, association rule mining,
                 context-free grammar, data extraction, multi-objective
                 grammar, search space, ant colony optimisation,
                 context-free grammars, data mining, information
                 retrieval",
  DOI =          "doi:10.1109/ISDA.2011.6121784",
  ISSN =         "2164-7143",
  notes =        "Also known as \cite{6121784}",
}

Genetic Programming entries for Juan Luis Olmo Jose Maria Luna Jose Raul Romero Salguero Sebastian Ventura

Citations