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Noise Models in Classification: Unified Nomenclature, Extended Taxonomy and Pragmatic Categorization
dc.contributor.author | Sáez Muñoz, José Antonio | |
dc.date.accessioned | 2022-11-29T11:50:52Z | |
dc.date.available | 2022-11-29T11:50:52Z | |
dc.date.issued | 2022-10-11 | |
dc.identifier.citation | Sáez, J.A. Noise Models in Classification: Unified Nomenclature, Extended Taxonomy and Pragmatic Categorization. Mathematics 2022, 10, 3736. [https://doi.org/10.3390/math10203736] | es_ES |
dc.identifier.uri | https://hdl.handle.net/10481/78172 | |
dc.description.abstract | This paper presents the first review of noise models in classification covering both label and attribute noise. Their study reveals the lack of a unified nomenclature in this field. In order to address this problem, a tripartite nomenclature based on the structural analysis of existing noise models is proposed. Additionally, a revision of their current taxonomies is carried out, which are combined and updated to better reflect the nature of any model. Finally, a categorization of noise models is proposed from a practical point of view depending on the characteristics of noise and the study purpose. These contributions provide a variety of models to introduce noise, their characteristics according to the proposed taxonomy and a unified way of naming them, which will facilitate their identification and study, as well as the reproducibility of future research. | es_ES |
dc.language.iso | eng | es_ES |
dc.publisher | MDPI | es_ES |
dc.rights | Atribución 4.0 Internacional | * |
dc.rights.uri | http://creativecommons.org/licenses/by/4.0/ | * |
dc.subject | Noise models | es_ES |
dc.subject | Nomenclature | es_ES |
dc.subject | Taxonomy | es_ES |
dc.subject | Noisy data | es_ES |
dc.subject | Classification | es_ES |
dc.title | Noise Models in Classification: Unified Nomenclature, Extended Taxonomy and Pragmatic Categorization | es_ES |
dc.type | info:eu-repo/semantics/article | es_ES |
dc.rights.accessRights | info:eu-repo/semantics/openAccess | es_ES |
dc.identifier.doi | 10.3390/math10203736 | |
dc.type.hasVersion | info:eu-repo/semantics/publishedVersion | es_ES |