| dc.creator | JOSE ARTURO OLVERA LOPEZ | |
| dc.creator | JESUS ARIEL CARRASCO OCHOA | |
| dc.creator | JOSE FRANCISCO MARTINEZ TRINIDAD | |
| dc.date | 2010 | |
| dc.date.accessioned | 2023-07-25T16:23:34Z | |
| dc.date.available | 2023-07-25T16:23:34Z | |
| dc.identifier | http://inaoe.repositorioinstitucional.mx/jspui/handle/1009/1392 | |
| dc.identifier.uri | https://repositorioslatinoamericanos.uchile.cl/handle/2250/7806588 | |
| dc.description | In supervised classification, a training set T is given to a classifier for classifying new prototypes. In practice, not all information in T is useful for classifiers, therefore, it is convenient to discard irrelevant prototypes from T. This process is known as prototype selection, which is an important task for classifiers since through this process the time for classification or training could be reduced. In this work, we propose a new fast prototype selection method for large datasets, based on clustering, which selects border prototypes and some interior prototypes. Experimental results showing the performance of our method and comparing accuracy and runtimes against other prototype selection methods are reported. | |
| dc.format | application/pdf | |
| dc.language | eng | |
| dc.publisher | Springer-Verlag London Limited | |
| dc.relation | citation:Olvera-López, J.A., et al., (2010). A new fast prototype selection method based on clustering, Pattern Analysis and Applications, (13): 131–141 | |
| dc.rights | info:eu-repo/semantics/openAccess | |
| dc.rights | http://creativecommons.org/licenses/by-nc-nd/4.0 | |
| dc.subject | info:eu-repo/classification/Prototype selection/Prototype selection | |
| dc.subject | info:eu-repo/classification/Supervised classification/Supervised classification | |
| dc.subject | info:eu-repo/classification/Instance-based classifiers/Instance-based classifiers | |
| dc.subject | info:eu-repo/classification/Border prototypes/Border prototypes | |
| dc.subject | info:eu-repo/classification/Data reduction/Data reduction | |
| dc.subject | info:eu-repo/classification/Clustering/Clustering | |
| dc.subject | info:eu-repo/classification/cti/1 | |
| dc.subject | info:eu-repo/classification/cti/12 | |
| dc.subject | info:eu-repo/classification/cti/1203 | |
| dc.subject | info:eu-repo/classification/cti/1203 | |
| dc.title | A new fast prototype selection method based on clustering | |
| dc.type | info:eu-repo/semantics/article | |
| dc.type | info:eu-repo/semantics/acceptedVersion | |
| dc.audience | students | |
| dc.audience | researchers | |
| dc.audience | generalPublic | |
