Handling classification errors by learning to reject classifications
This work investigates how to improve classification metrics by learning when a classifier has higher chances of misclassification. The rejection technique increases the classification reliability and reduces the costs associated with misclassifications on cost-sensitive scenarios. A scenario of bug...
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| Main Authors: | , , |
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| Format: | Online |
| Language: | English |
| Published: |
Universidade Estadual de Campinas
2018
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| Subjects: | |
| Online Access: | https://econtents.sbu.unicamp.br/eventos/index.php/pibic/article/view/369 |
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| _version_ | 1864358389126004736 |
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| author | Junior, Edson Duarte da Silva Wainer, Jacques Ferreira, Alexandre |
| author_facet | Junior, Edson Duarte da Silva Wainer, Jacques Ferreira, Alexandre |
| author_sort | Junior, Edson Duarte da Silva |
| collection | Portal de Eventos Científicos da UNICAMP |
| container_reference | Revista dos Trabalhos de Iniciação Científica da UNICAMP; n. 26 (2018): Congresso de Iniciação Científica Unicamp |
| description | This work investigates how to improve classification metrics by learning when a classifier has higher chances of misclassification. The rejection technique increases the classification reliability and reduces the costs associated with misclassifications on cost-sensitive scenarios. A scenario of bug triaging classification shows the approach effectiveness where classification accuracy is increased from 67% up to 76%. |
| first_indexed | 2025-10-08T13:50:35Z |
| format | Online |
| id | ojs-article-369 |
| institution | Universidade Estadual de Campinas |
| issn | 2596-1969 |
| language | eng |
| last_indexed | 2025-10-08T13:50:35Z |
| publishDate | 2018 |
| publisher | Universidade Estadual de Campinas |
| record_format | ojs |
| spelling | ojs-article-3692025-09-26T14:32:30Z Handling classification errors by learning to reject classifications Junior, Edson Duarte da Silva Wainer, Jacques Ferreira, Alexandre Machine learning Classification rejection Bug triaging. This work investigates how to improve classification metrics by learning when a classifier has higher chances of misclassification. The rejection technique increases the classification reliability and reduces the costs associated with misclassifications on cost-sensitive scenarios. A scenario of bug triaging classification shows the approach effectiveness where classification accuracy is increased from 67% up to 76%. Universidade Estadual de Campinas 2018-12-17 info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion Artigo de convidado application/pdf https://econtents.sbu.unicamp.br/eventos/index.php/pibic/article/view/369 10.20396/revpibic262018369 Revista dos Trabalhos de Iniciação Científica da UNICAMP; n. 26 (2018): Congresso de Iniciação Científica Unicamp 2596-1969 eng https://econtents.sbu.unicamp.br/eventos/index.php/pibic/article/view/369/352 Copyright (c) 2018 Edson Duarte da Silva Junior, Jacques Wainer http://creativecommons.org/licenses/by/4.0 |
| spellingShingle | Junior, Edson Duarte da Silva Wainer, Jacques Ferreira, Alexandre Machine learning Classification rejection Bug triaging. Handling classification errors by learning to reject classifications |
| title | Handling classification errors by learning to reject classifications |
| title_full | Handling classification errors by learning to reject classifications |
| title_fullStr | Handling classification errors by learning to reject classifications |
| title_full_unstemmed | Handling classification errors by learning to reject classifications |
| title_short | Handling classification errors by learning to reject classifications |
| title_sort | handling classification errors by learning to reject classifications |
| topic | Machine learning Classification rejection Bug triaging. |
| url | https://econtents.sbu.unicamp.br/eventos/index.php/pibic/article/view/369 |
| work_keys_str_mv | AT junioredsonduartedasilva handlingclassificationerrorsbylearningtorejectclassifications AT wainerjacques handlingclassificationerrorsbylearningtorejectclassifications AT ferreiraalexandre handlingclassificationerrorsbylearningtorejectclassifications |
