A genetic programming free-parameter algorithm for mining association rules

Created by W.Langdon from gp-bibliography.bib Revision:1.7615

@InProceedings{Luna:2012:ISDA,

• author = "Jose Maria Luna and Jose Raul Romero and Cristobal Romero and Sebastian Ventura",
• booktitle = "12th International Conference on Intelligent Systems Design and Applications (ISDA 2012)",
• title = "A genetic programming free-parameter algorithm for mining association rules",
• year = "2012",
• pages = "64--69",
• keywords = "genetic algorithms, genetic programming, context-free grammars, data mining, association rules, context-free grammar, free-parameter grammar-guided genetic programming algorithm, mining association rules, nonexpert users, tree-shape conformant, Association rules, Evolutionary computation, Genetics, Grammar, Prediction algorithms, Sociology, Statistics, Association Rules, Data Mining, Free-Parameters",
• ISSN = "2164-7143",
• DOI = "doi:10.1109/ISDA.2012.6416514",
• abstract = "This paper presents a free-parameter grammar-guided genetic programming algorithm for mining association rules. This algorithm uses a context-free grammar to represent individuals, encoding the solutions in a tree-shape conformant to the grammar, so they are more expressive and flexible. The algorithm here presented has the advantages of using evolutionary algorithms for mining association rules, and it also solves the problem of tuning the huge number of parameters required by these algorithms. The main feature of this algorithm is the small number of parameters required, providing the possibility of discovering association rules in an easy way for non-expert users. We compare our approach to existing evolutionary and exhaustive search algorithms, obtaining important results and overcoming the drawbacks of both exhaustive search and evolutionary algorithms. The experimental stage reveals that this approach discovers frequent and reliable rules without a parameter tuning.",
• notes = "Also known as \cite{6416514}",

}

Genetic Programming entries for Jose Maria Luna Jose Raul Romero Salguero Cristobal Romero Morales Sebastian Ventura

Citations