OBLIC: Classification System Using Evolutionary Algorithm

We present a new classification system based on Evolutionary Algorithm (EA), OBLIC. This tool is an OBLIque Classification system whose function is to induce a set of classification rules no hierarchical from a database or training set. The core of the algorithm is a EA with real-coded and Pittsburg...

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Detalles Bibliográficos
Autores: Alvarez Macías, José Luis, Mata Vázquez, Jacinto, Riquelme Santos, José Cristóbal
Tipo de recurso: capítulo de libro
Estado:Versión publicada
Fecha de publicación:2001
País:España
Institución:Universidad de Sevilla (US)
Repositorio:idUS. Depósito de Investigación de la Universidad de Sevilla
OAI Identifier:oai:idus.us.es:11441/39142
Acceso en línea:http://hdl.handle.net/11441/39142
https://doi.org/10.1007/3-540-45723-2_78
Access Level:acceso abierto
Palabra clave:Artificial Intelligence (incl. Robotics)
Computation by Abstract Devices
Algorithm Analysis and Problem Complexity
Neurosciences
Neurology
Computer Appl. in Life Sciences
Descripción
Sumario:We present a new classification system based on Evolutionary Algorithm (EA), OBLIC. This tool is an OBLIque Classification system whose function is to induce a set of classification rules no hierarchical from a database or training set. The core of the algorithm is a EA with real-coded and Pittsburgh approach. Each individual is composed by a no fixed classification rules set what split in regions the search space. The fitness of each classification is obtained by means of the exploration of these regions. The result of the tool is the best classification obtained in the evolutionary process.