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ORCIDGuilherme Aragao de Sousa Guimaraes
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Journal Articles
- 2023
[j2]Tiago Palma Pagano
, Rafael Bessa Loureiro, Fernanda Vitoria Nascimento Lisboa, Rodrigo Matos Peixoto, Guilherme Aragao de Sousa Guimaraes, Gustavo Oliveira Ramos Cruz, Maira Matos Araujo, Lucas Lisboa dos Santos, Marco Cruz, Ewerton Lopes Silva de Oliveira, Ingrid Winkler, Erick Giovani Sperandio Nascimento:
Bias and Unfairness in Machine Learning Models: A Systematic Review on Datasets, Tools, Fairness Metrics, and Identification and Mitigation Methods. Big Data Cogn. Comput. 7(1): 15 (2023)- [j1]Tiago Palma Pagano, Rafael Bessa Loureiro, Fernanda Vitoria Nascimento Lisboa, Gustavo Oliveira Ramos Cruz, Rodrigo Matos Peixoto, Guilherme Aragao de Sousa Guimaraes, Ewerton Lopes Silva de Oliveira, Ingrid Winkler, Erick Giovani Sperandio Nascimento:
Context-Based Patterns in Machine Learning Bias and Fairness Metrics: A Sensitive Attributes-Based Approach. Big Data Cogn. Comput. 7(1): 27 (2023)
Informal and Other Publications
- 2022
- [i1]Tiago Palma Pagano, Rafael Bessa Loureiro, Maira Matos Araujo, Fernanda Vitoria Nascimento Lisboa, Rodrigo Matos Peixoto, Guilherme Aragao de Sousa Guimaraes, Lucas Lisboa dos Santos, Gustavo Oliveira Ramos Cruz, Ewerton Lopes Silva de Oliveira, Marco Cruz, Ingrid Winkler, Erick Giovani Sperandio Nascimento:
Bias and unfairness in machine learning models: a systematic literature review. CoRR abs/2202.08176 (2022)
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