dc.creator | Aguilar Ruiz, Jesús Salvador | es |
dc.creator | Riquelme Santos, José Cristóbal | es |
dc.creator | Toro Bonilla, Miguel | es |
dc.date.accessioned | 2016-06-27T11:00:10Z | |
dc.date.available | 2016-06-27T11:00:10Z | |
dc.date.issued | 2003 | |
dc.identifier.citation | Aguilar Ruiz, J.S., Riquelme Santos, J.C. y Toro Bonilla, M. (2003). Evolutionary Learning of Hierarchical Decision Rules. IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics), 23 (2), 324-331. | |
dc.identifier.issn | 1083-4419 | es |
dc.identifier.uri | http://hdl.handle.net/11441/42774 | |
dc.description.abstract | This paper describes an approach based on evolutionary
algorithms, hierarchical decision rules (HIDER), 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 satisfied. Thus, the number of rules
may be reduced because the rules could be inside one another.
The evolutionary algorithm uses both real and binary coding for
the individuals of the population. We have tested our system on
real data from the UCI Repository, and the results of a ten-fold
cross-validation are compared to C4.5s, C4.5Rules, See5s, and
See5Rules. The experiments show that HIDER works well in
practice. | es |
dc.format | application/pdf | es |
dc.language.iso | eng | es |
dc.publisher | IEEE | es |
dc.relation.ispartof | IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics), 23 (2), 324-331. | |
dc.rights | Attribution-NonCommercial-NoDerivatives 4.0 Internacional | * |
dc.rights.uri | http://creativecommons.org/licenses/by-nc-nd/4.0/ | * |
dc.subject | Decision rules | es |
dc.subject | decision trees | es |
dc.subject | evolutionary algorithms (EAs) | es |
dc.subject | supervised learning | es |
dc.title | Evolutionary Learning of Hierarchical Decision Rules | es |
dc.type | info:eu-repo/semantics/article | es |
dcterms.identifier | https://ror.org/03yxnpp24 | |
dc.type.version | info:eu-repo/semantics/submittedVersion | es |
dc.rights.accessRights | info:eu-repo/semantics/openAccess | es |
dc.contributor.affiliation | Universidad de Sevilla. Departamento de Lenguajes y Sistemas Informáticos | es |
dc.identifier.doi | http://dx.doi.org/10.1109/TSMCB.2002.805696 | es |
idus.format.extent | 8 | es |
dc.journaltitle | IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics) | es |
dc.publication.volumen | 23 | es |
dc.publication.issue | 2 | es |
dc.publication.initialPage | 324 | es |
dc.publication.endPage | 331 | es |
dc.identifier.idus | https://idus.us.es/xmlui/handle/11441/42774 | |