Mostrar el registro sencillo del ítem
Learning and Forgetting with Local Information of New Objects
dc.contributor.author | Sánchez Garreta, Josep Salvador | |
dc.contributor.author | Vázquez, Fernando D. | |
dc.contributor.author | Pla, Filiberto | |
dc.date.accessioned | 2010-09-14T09:12:04Z | |
dc.date.available | 2010-09-14T09:12:04Z | |
dc.date.issued | 2008 | |
dc.identifier.citation | Vázquez F.D., Sánchez J.S., Pla F. (2008) Learning and Forgetting with Local Information of New Objects. In: Ruiz-Shulcloper J., Kropatsch W.G. (eds) Progress in Pattern Recognition, Image Analysis and Applications. CIARP 2008. Lecture Notes in Computer Science, vol 5197. Springer, Berlin, Heidelberg. | |
dc.identifier.isbn | 978-3-540-85920-8 | |
dc.identifier.issn | 03029743 | |
dc.identifier.uri | http://hdl.handle.net/10234/18233 | |
dc.description.abstract | The performance of supervised learners depends on the presence of a relatively large labeled sample. This paper proposes an automatic ongoing learning system, which is able to incorporate new knowledge from the experience obtained when classifying new objects and correspondingly, to improve the efficiency of the system. We employ a stochastic rule for classifying and editing, along with a condensing algorithm based on local density to forget superfluous data (and control the sample size). The effectiveness of the algorithm is experimentally evaluated using a number of data sets taken from the UCI Machine Learning Database Repository. | |
dc.format.extent | 8 p. | |
dc.language.iso | eng | |
dc.publisher | Springer Verlag | |
dc.relation.isPartOfSeries | Lecture notes in computer science;5197 | |
dc.rights.uri | http://rightsstatements.org/vocab/CNE/1.0/ | * |
dc.subject | Learning | |
dc.subject | Classification | |
dc.subject | Forgetting | |
dc.subject | Editing | |
dc.subject | Condensing | |
dc.title | Learning and Forgetting with Local Information of New Objects | |
dc.type | info:eu-repo/semantics/conferenceObject | |
dc.identifier.doi | https://doi.org/10.1007/978-3-540-85920-8_32 | |
dc.rights.accessRights | info:eu-repo/semantics/openAccess | |
dc.type.version | info:eu-repo/semantics/acceptedVersion |