Jansen S. B. Pereira – Marcos M. Raimundo

Institute of Campinas - University of Campinas

Jansen S. B. Pereira is a Master’s student at the Institute of Computing (IC) of the University of Campinas (Unicamp). He is interested in research in the Ethics of Artificial Intelligence, Machine Learning, and Data Science. Researcher at the Artificial Intelligence and Cognitive Architectures Hub (H.IAAC) at Unicamp. His current research is immersed in the goal of AI for Finance, we are investigating critical issues of fairness, explainability, and reject inference in credit analysis.

Interests

Machine Learning
Data Science
AI Ethics

Education

MS in Computer Science, current Institute of Computing - University of Campinas

BSc in Mathematics, 2022 Institute of Exact Sciences - Fluminense Federal University

Publications

Best practices for responsible machine learning in credit scoring

Giovani Valdrighi, Athyrson M. Ribeiro, Jansen SB Pereira, Vitoria Guardieiro, Arthur Hendricks, Décio Miranda Filho, Juan David Nieto Garcia, Felipe F. Bocca, Thalita B. Veronese, Lucas Wanner, Marcos Medeiros Raimundo (2025). Neural Computing and Applications.

M²FGB: A Min-Max Gradient Boosting Framework for Subgroup Fairness

Jansen Silva de Brito Pereira, Giovani Valdrighi, Marcos Medeiros Raimundo (2025). Proceedings of the 2025 ACM Conference on Fairness, Accountability, and Transparency.

Projects

AI for Finance - HIAAC

The goal of this research line is to develop robust and transparent AI models for credit analysis and similar problems in the financial sector, such as fraud detection.