Capítulo de Libro
Learning Decision Rules by Means of Hybrid-Encoded Evolutionary Algorithms
Autor/es | Riquelme Santos, José Cristóbal
Aguilar Ruiz, Jesús Salvador |
Departamento | Universidad de Sevilla. Departamento de Lenguajes y Sistemas Informáticos |
Fecha de publicación | 2005 |
Fecha de depósito | 2023-05-08 |
Publicado en |
|
ISBN/ISSN | 978-1-85233-866-4 (impreso) 978-1-84628-117-4 (online) |
Resumen | This paper describes an approach based on evolutionary algorithms, HIDER ( erarchical cision ules), for learning rules in continuous and discrete domains. The algorithm produces a hierarchical set of rules, that is, the ... This paper describes an approach based on evolutionary algorithms, HIDER ( erarchical cision ules), for learning rules in continuous and discrete domains. The algorithm produces a hierarchical set of rules, that is, the rules are sequentially obtained and must be therefore tried in order until one is found whose conditions are satised. In addition, the algorithm tries to obtain more understandable rules by minimizing the number of attributes involved. The evolutionary algorithm uses binary coding for discrete attributes and integer coding for continuous attributes. The integer coding consists in dening indexes to the values that have greater probability of being used as boundaries in the conditions of the rules. Thus, the individuals handles these indexes instead of the real values. We have tested our system on real data from the UCI Repository, and the results of a 10-fold cross-validation are compared to C4.5s and C4.5Rules. The experiments show that HIDER works well in practice. |
Agencias financiadoras | Comisión Interministerial de Ciencia y Tecnología (CICYT). España |
Identificador del proyecto | TIC2001-1143-C03-02 |
Cita | Riquelme Santos, J.C., y Aguilar Ruiz, J.S. (2005). Learning Decision Rules by Means of Hybrid-Encoded Evolutionary Algorithms. En Information Processing with Evolutionary Algorithms: From Industrial Applications to Academic Speculations (pp. 159-175). Springer. |
Ficheros | Tamaño | Formato | Ver | Descripción |
---|---|---|---|---|
Learning Decision Rules by Means ... | 267.7Kb | [PDF] | Ver/ | |