Data stratification analysis on the propagation of discriminatory effects in binary classification (2023)
- Authors:
- USP affiliated authors: CÚRI, MARIANA - ICMC ; MARCACINI, RICARDO MARCONDES - ICMC ; LOPES, ALNEU DE ANDRADE - ICMC ; MINATEL, DIEGO - ICMC ; SILVA, ANGELO CESAR MENDES DA - ICMC ; SANTOS, NÍCOLAS ROQUE DOS - ICMC
- Unidade: ICMC
- DOI: 10.5753/kdmile.2023.232582
- Subjects: APRENDIZADO COMPUTACIONAL; DISCRIMINAÇÃO; JUSTIÇA
- Keywords: analysis; binary classification; data bias; data stratification; discriminatory effects; fairness; unfairness
- Agências de fomento:
- Language: Inglês
- Imprenta:
- Publisher: SBC
- Publisher place: Porto Alegre
- Date published: 2023
- Source:
- Conference titles: Symposium on Knowledge Discovery, Mining and Learning - KDMILE
- Este periódico é de assinatura
- Este artigo é de acesso aberto
- URL de acesso aberto
- Cor do Acesso Aberto: bronze
-
ABNT
MINATEL, Diego et al. Data stratification analysis on the propagation of discriminatory effects in binary classification. 2023, Anais.. Porto Alegre: SBC, 2023. Disponível em: https://doi.org/10.5753/kdmile.2023.232582. Acesso em: 27 abr. 2024. -
APA
Minatel, D., Silva, A. C. M. da, Santos, N. R. dos, Cúri, M., Marcacini, R. M., & Lopes, A. de A. (2023). Data stratification analysis on the propagation of discriminatory effects in binary classification. In Anais. Porto Alegre: SBC. doi:10.5753/kdmile.2023.232582 -
NLM
Minatel D, Silva ACM da, Santos NR dos, Cúri M, Marcacini RM, Lopes A de A. Data stratification analysis on the propagation of discriminatory effects in binary classification [Internet]. Anais. 2023 ;[citado 2024 abr. 27 ] Available from: https://doi.org/10.5753/kdmile.2023.232582 -
Vancouver
Minatel D, Silva ACM da, Santos NR dos, Cúri M, Marcacini RM, Lopes A de A. Data stratification analysis on the propagation of discriminatory effects in binary classification [Internet]. Anais. 2023 ;[citado 2024 abr. 27 ] Available from: https://doi.org/10.5753/kdmile.2023.232582 - Unfairness in machine learning for web systems applications
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Informações sobre o DOI: 10.5753/kdmile.2023.232582 (Fonte: oaDOI API)
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