Utilize este identificador para referenciar este registo:
http://hdl.handle.net/10071/32350
Autoria: | Trigo, A. Stein, N. Belfo, F. P. |
Data: | 2024 |
Título próprio: | Strategies to improve fairness in artificial intelligence: A systematic literature review |
Título da revista: | Education for Information |
Volume: | 40 |
Número: | 3 |
Paginação: | 323 - 346 |
Referência bibliográfica: | Trigo, A., Stein, N., & Belfo, F. P. (2024). Strategies to improve fairness in artificial intelligence: A systematic literature review. Education for Information, 40(3), 323-346. https://doi.org/10.3233/EFI-240045 |
ISSN: | 0167-8329 |
DOI (Digital Object Identifier): | 10.3233/EFI-240045 |
Palavras-chave: | Artificial intelligence Fairness Fairness techniques Fairness metrics Systematic literature review |
Resumo: | Decisions based on artificial intelligence can reproduce biases or prejudices present in biased historical data and poorly formulated systems, presenting serious social consequences for underrepresented groups of individuals. This paper presents a systematic literature review of technical, feasible, and practicable solutions to improve fairness in artificial intelligence classified according to different perspectives: fairness metrics, moment of intervention (pre-processing, processing, or post-processing), research area, datasets, and algorithms used in the research. The main contribution of this paper is to establish common ground regarding the techniques to be used to improve fairness in artificial intelligence, defined as the absence of bias or discrimination in the decisions made by artificial intelligence systems. |
Arbitragem científica: | yes |
Acesso: | Acesso Aberto |
Aparece nas coleções: | CTI-RI - Artigos em revistas científicas internacionais com arbitragem científica |
Ficheiros deste registo:
Ficheiro | Tamanho | Formato | |
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article_105426.pdf | 623,5 kB | Adobe PDF | Ver/Abrir |
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