A Fast Multivariate Symmetrical Uncertainty Based Heuristic for High Dimensional Feature Selection.
In classification tasks the increase in the number of dimensions of a data makes the learning process harder. In this context feature selection usually allows to induce simpler classifier models while keeping the accuracy. However, some factors, such as the presence of irrelevant and redundant featu...
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| Άλλοι συγγραφείς: | , , |
| Μορφή: | article |
| Γλώσσα: | Αγγλικά |
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2021
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| Θέματα: | |
| Διαθέσιμο Online: | http://hdl.handle.net/20.500.14066/3778 |
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| _version_ | 1870612070285705216 |
|---|---|
| author | García Torres, Miguel |
| author2 | Divina, Federico Gómez, Francisco Vázquez Noguera, José Luis |
| author2_role | author author author |
| author_browse | Divina, Federico García Torres, Miguel Gómez, Francisco Vázquez Noguera, José Luis |
| author_facet | García Torres, Miguel Divina, Federico Gómez, Francisco Vázquez Noguera, José Luis |
| author_role | author |
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| bitstream.url.fl_str_mv | http://repositorio.conacyt.gov.py/bitstream/20.500.14066/3778/1/PINV18-1199art1.pdf http://repositorio.conacyt.gov.py/bitstream/20.500.14066/3778/2/license.txt http://repositorio.conacyt.gov.py/bitstream/20.500.14066/3778/3/PINV18-1199art1.pdf.txt |
| dc.contributor.other.es.fl_str_mv | Universidad Americana (PY) Universidad Pablo de Olavide (ES) |
| dc.creator.none.fl_str_mv | García Torres, Miguel Divina, Federico Gómez, Francisco Vázquez Noguera, José Luis |
| dc.date.accessioned.none.fl_str_mv | 2022-04-29T23:02:38Z |
| dc.date.available.none.fl_str_mv | 2022-04-29T23:02:38Z |
| dc.date.issued.none.fl_str_mv | 2021 |
| dc.identifier.uri.none.fl_str_mv | http://hdl.handle.net/20.500.14066/3778 |
| dc.language.iso.es.fl_str_mv | eng |
| dc.relation.projectCONACYT.es.fl_str_mv | PINV18-1199 |
| dc.rights.accessRights.es.fl_str_mv | info:eu-repo/semantics/openAccess |
| dc.subject.classification.es.fl_str_mv | 7. Salud |
| dc.subject.other.es.fl_str_mv | CANCER MELANOMA ONCOLOGIA |
| dc.title.es.fl_str_mv | A Fast Multivariate Symmetrical Uncertainty Based Heuristic for High Dimensional Feature Selection. |
| dc.type.es.fl_str_mv | info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion |
| description | In classification tasks the increase in the number of dimensions of a data makes the learning process harder. In this context feature selection usually allows to induce simpler classifier models while keeping the accuracy. However, some factors, such as the presence of irrelevant and redundant features, make the feature selection process challenging. |
| eu_rights_str_mv | openAccess |
| format | article |
| id | CONACYT_a01ee35dff4562a16a21d6dce0bb8662 |
| language | eng |
| network_acronym_str | CONACYT |
| network_name_str | Repositorio Institucional CONACYT |
| oai_identifier_str | oai:repositorio.conacyt.gov.py:20.500.14066/3778 |
| publishDate | 2021 |
| publishDateSort | 2021 |
| repository.mail.fl_str_mv | repositorio.institucional@conacyt.gov.py |
| repository.name.fl_str_mv | Repositorio Institucional CONACYT |
| repository_id_str | |
| spelling | 386292aa-adcb-4977-a6aa-08b85eb571e060032a48873-af97-439e-bf26-eb8c2883849b600534abf97-5264-4946-a5c9-c78d644c21706001144600Universidad Americana (PY)Universidad Pablo de Olavide (ES)2022-04-29T23:02:38Z2022-04-29T23:02:38Z2021http://hdl.handle.net/20.500.14066/3778In classification tasks the increase in the number of dimensions of a data makes the learning process harder. In this context feature selection usually allows to induce simpler classifier models while keeping the accuracy. However, some factors, such as the presence of irrelevant and redundant features, make the feature selection process challenging.Consejo Nacional de Ciencia y TecnologíaPROCIENCIAeng7. SaludCANCERMELANOMAONCOLOGIAA Fast Multivariate Symmetrical Uncertainty Based Heuristic for High Dimensional Feature Selection.info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionEntropy 2021: The Scientific Tool of the 21st CenturyPINV18-1199info:eu-repo/semantics/openAccessGarcía Torres, MiguelDivina, FedericoGómez, FranciscoVázquez Noguera, José LuisORIGINALPINV18-1199art1.pdfPINV18-1199art1.pdfPINV18-1199art1application/pdf129102http://repositorio.conacyt.gov.py/bitstream/20.500.14066/3778/1/PINV18-1199art1.pdfb8657bcf168010c64632a609fefaa939MD51LICENSElicense.txtlicense.txttext/plain; charset=utf-81698http://repositorio.conacyt.gov.py/bitstream/20.500.14066/3778/2/license.txt858b22fda432bd774e469302988c1974MD52TEXTPINV18-1199art1.pdf.txtPINV18-1199art1.pdf.txtExtracted texttext/plain2655http://repositorio.conacyt.gov.py/bitstream/20.500.14066/3778/3/PINV18-1199art1.pdf.txtf1339143365ff911537701ed3b64eb10MD5320.500.14066/3778oai:repositorio.conacyt.gov.py:20.500.14066/37782026-02-12 19:30:33.761Repositorio Institucional CONACYTrepositorio.institucional@conacyt.gov.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 |
| spellingShingle | A Fast Multivariate Symmetrical Uncertainty Based Heuristic for High Dimensional Feature Selection. García Torres, Miguel 7. Salud CANCER MELANOMA ONCOLOGIA |
| status_str | publishedVersion |
| title | A Fast Multivariate Symmetrical Uncertainty Based Heuristic for High Dimensional Feature Selection. |
| title_full | A Fast Multivariate Symmetrical Uncertainty Based Heuristic for High Dimensional Feature Selection. |
| title_fullStr | A Fast Multivariate Symmetrical Uncertainty Based Heuristic for High Dimensional Feature Selection. |
| title_full_unstemmed | A Fast Multivariate Symmetrical Uncertainty Based Heuristic for High Dimensional Feature Selection. |
| title_short | A Fast Multivariate Symmetrical Uncertainty Based Heuristic for High Dimensional Feature Selection. |
| title_sort | A Fast Multivariate Symmetrical Uncertainty Based Heuristic for High Dimensional Feature Selection. |
| topic | 7. Salud CANCER MELANOMA ONCOLOGIA |
| url | http://hdl.handle.net/20.500.14066/3778 |