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Capítulo de Libro
Empirical Evaluation of the Difficulty of Finding a Good Value of k for the Nearest Neighbor
dc.creator | Ferrer Troyano, Francisco Javier | es |
dc.creator | Aguilar Ruiz, Jesús Salvador | es |
dc.creator | Riquelme Santos, José Cristóbal | es |
dc.date.accessioned | 2016-03-31T10:05:54Z | |
dc.date.available | 2016-03-31T10:05:54Z | |
dc.date.issued | 2003 | |
dc.identifier.uri | http://hdl.handle.net/11441/39230 | |
dc.description.abstract | As an analysis of the classification accuracy bound for the Nearest Neighbor technique, in this work we have studied if it is possible to find a good value of the parmeter k for each example according to their attribute values. Or at least, if there is a pattern for the parameter k in the original search space. We have carried out different approaches based onthe Nearest Neighbor technique and calculated the prediction accuracy for a group of databases from the UCI repository. Based on the experimental results of our study, we can state that, in general, it is not possible to know a priori a specific value of k to correctly classify an unseen example. | es |
dc.format | application/pdf | es |
dc.language.iso | eng | es |
dc.relation.ispartof | Computational Science — ICCS 2003, Lecture Notes in Computer Science, Volume 2658, pp 766-773 (2003) | es |
dc.rights | Attribution-NonCommercial-NoDerivatives 4.0 Internacional | * |
dc.rights.uri | http://creativecommons.org/licenses/by-nc-nd/4.0/ | * |
dc.subject | Nearest Neighbor | es |
dc.subject | Local Adaptive Nearest Neighbor | es |
dc.title | Empirical Evaluation of the Difficulty of Finding a Good Value of k for the Nearest Neighbor | es |
dc.type | info:eu-repo/semantics/bookPart | es |
dcterms.identifier | https://ror.org/03yxnpp24 | |
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/10.1007/3-540-44862-4_83 | es |
dc.identifier.idus | https://idus.us.es/xmlui/handle/11441/39230 |
Ficheros | Tamaño | Formato | Ver | Descripción |
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Empirical evaluation.pdf | 6.587Mb | [PDF] | Ver/ | |