An Automatic Programming ACO-Based Algorithm for Classification Rule Mining

Created by W.Langdon from gp-bibliography.bib Revision:1.3963

@InCollection{Olmo:2010:paams,
  author =       "Juan Luis Olmo and Jose Maria Luna and 
                 Jose Raul Romero and Sebastian Ventura",
  title =        "An Automatic Programming {ACO}-Based Algorithm for
                 Classification Rule Mining",
  booktitle =    "Trends in Practical Applications of Agents and
                 Multiagent Systems",
  publisher =    "Springer",
  year =         "2010",
  editor =       "Yves Demazeau and Frank Dignum and 
                 Juan M. Corchado and Javier Bajo and Rafael Corchuelo and 
                 Emilio Corchado and Florentino Fernandez-Riverola and 
                 Vicente J. Julian and Pawel Pawlewski and Andrew Campbell",
  volume =       "71",
  series =       "Advances in Intelligent and Soft Computing",
  pages =        "649--656",
  keywords =     "genetic algorithms, genetic programming, ACO",
  isbn13 =       "978-3-642-12432-7",
  DOI =          "doi:10.1007/978-3-642-12433-4_76",
  abstract =     "In this paper we present a novel algorithm, named
                 GBAP, that jointly uses automatic programming with ant
                 colony optimisation for mining classification rules.
                 GBAP is based on a context-free grammar that properly
                 guides the search process of valid rules. Furthermore,
                 its most important characteristics are also discussed,
                 such as the use of two different heuristic measures for
                 every transition rule, as well as the way it evaluates
                 the mined rules. These features enhance the final rule
                 compilation from the output classifier. Finally, the
                 experiments over 17 diverse data sets prove that the
                 accuracy values obtained by GBAP are pretty competitive
                 and even better than those resulting from the top
                 Ant-Miner algorithm.",
}

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

Citations