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Edited Nearest Neighbor Rule for Improving Neural Networks Classifications
dc.contributor.author | Alejo Eleuterio, Roberto | |
dc.contributor.author | Martínez Sotoca, José | |
dc.contributor.author | Valdovinos Rosas, Rosa María | |
dc.contributor.author | Toribio Luna, Primitivo | |
dc.date.accessioned | 2012-11-27T19:31:51Z | |
dc.date.available | 2012-11-27T19:31:51Z | |
dc.date.issued | 2010 | |
dc.identifier.citation | Advances in Neural Networks - ISNN 2010. Berlin: Springer Berlin Heidelberg, 2010, p. 303-310 | ca_CA |
dc.identifier.isbn | 978-3-642-13277-3 | |
dc.identifier.issn | 0302-9743 | |
dc.identifier.uri | http://hdl.handle.net/10234/52584 | |
dc.description.abstract | The quality and size of the training data sets is a critical stage on the ability of the artificial neural networks to generalize the characteristics of the training examples. Several approaches are focused to form training data sets by identification of border examples or core examples with the aim to improve the accuracy of network classification and generalization. However, a refinement of data sets by the elimination of outliers examples may increase the accuracy too. In this paper, we analyze the use of different editing schemes based on nearest neighbor rule on the most popular neural networks architectures. | ca_CA |
dc.format.extent | 7 p. | ca_CA |
dc.language.iso | eng | ca_CA |
dc.publisher | Springer Berlin Heidelberg | ca_CA |
dc.relation.isPartOfSeries | Lecture Notes in Computer Science;6063 | |
dc.rights | Copyright Springer-Verlag Berlin Heidelberg | ca_CA |
dc.rights.uri | http://rightsstatements.org/vocab/InC/1.0/ | * |
dc.subject | Computation by Abstract Devices | ca_CA |
dc.subject | Image Processing and Computer Vision | ca_CA |
dc.title | Edited Nearest Neighbor Rule for Improving Neural Networks Classifications | ca_CA |
dc.title.alternative | Advances in Neural Networks - ISNN 2010 | ca_CA |
dc.type | info:eu-repo/semantics/bookPart | ca_CA |
dc.identifier.doi | http://dx.doi.org/10.1007/978-3-642-13278-0_39 | |
dc.rights.accessRights | info:eu-repo/semantics/restrictedAccess | ca_CA |
dc.relation.publisherVersion | http://link.springer.com/chapter/10.1007/978-3-642-13278-0_39 | ca_CA |
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