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Incremental Rule Learning and Border Examples Selection from Numerical Data Streams

 

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dc.creator Ferrer Troyano, Francisco J. es
dc.creator Aguilar Ruiz, Jesús Salvador es
dc.creator Riquelme Santos, José Cristóbal es
dc.date.accessioned 2016-07-06T09:38:02Z
dc.date.available 2016-07-06T09:38:02Z
dc.date.issued 2005
dc.identifier.citation Ferrer Troyano, F.J., Aguilar Ruiz, J.S. y Riquelme Santos, J.C. (2005). Incremental Rule Learning and Border Examples Selection from Numerical Data Streams. Journal of Universal Computer Science, 11 (8), 1426-1439.
dc.identifier.issn 0948-695X es
dc.identifier.uri http://hdl.handle.net/11441/43230
dc.description.abstract Mining data streams is a challenging task that requires online systems based on incremental learning approaches. This paper describes a classification system based on decision rules that may store up–to–date border examples to avoid unnecessary revisions when virtual drifts are present in data. Consistent rules classify new test examples by covering and inconsistent rules classify them by distance as the nearest neighbour algorithm. In addition, the system provides an implicit forgetting heuristic so that positive and negative examples are removed from a rule when they are not near one another. es
dc.format application/pdf es
dc.language.iso eng es
dc.publisher Graz University of Technology, Institut für Informationssysteme und Computer Medie es
dc.relation.ispartof Journal of Universal Computer Science, 11 (8), 1426-1439.
dc.rights Attribution-NonCommercial-NoDerivatives 4.0 Internacional *
dc.rights.uri http://creativecommons.org/licenses/by-nc-nd/4.0/ *
dc.subject classification es
dc.subject Decision rules es
dc.subject incremental learning es
dc.subject concept drift es
dc.subject data streams es
dc.title Incremental Rule Learning and Border Examples Selection from Numerical Data Streams es
dc.type info:eu-repo/semantics/article es
dc.type.version info:eu-repo/semantics/publishedVersion 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/10.3217/jucs-011-08-1426 es
idus.format.extent 14 es
dc.journaltitle Journal of Universal Computer Science es
dc.publication.volumen 11 es
dc.publication.issue 8 es
dc.publication.initialPage 1426 es
dc.publication.endPage 1439 es
dc.identifier.idus https://idus.us.es/xmlui/handle/11441/43230
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