Guilherme Dean Pelegrina

Assistant Professor, Engineering School, Universidade Mackenzie

Joined

September 2024

Names

Guilherme Dean Pelegrina (Preferred)

Emails

****@mackenzie.br (Confirmed)

Personal Links

ORCID

Career & Education History

Assistant Professor

Engineering School, Universidade Mackenzie (mackenzie.br)

2024 – Present

Postdoc

School of Applied Sciences, Universidade Estadual de Campinas (unicamp.br)

2020 – 2024

Advisors, Relations & Conflicts

No relations added

Expertise

No areas of expertise listed

Publications

Shapley Value Approximation based on k-Additive Games
Guilherme Dean Pelegrina, Patrick Kolpaczki, Eyke Hüllermeier
- Submitted to ICLR 2025
- Readers: Everyone
Shapley Value-Based Approaches to Explain the Quality of Predictions by Classifiers
Guilherme Dean Pelegrina, Sajid Siraj
- IEEE Trans. Artif. Intell. 2024
- Readers: Everyone
A Novel Approach for Fair Principal Component Analysis Based on Eigendecomposition
Guilherme Dean Pelegrina, Leonardo Tomazeli Duarte
- IEEE Trans. Artif. Intell. 2024
- Readers: Everyone
A preprocessing Shapley value-based approach to detect relevant and disparity prone features in machine learning
Guilherme Dean Pelegrina, Miguel Couceiro, Leonardo Tomazeli Duarte
- FAccT 2024
- Readers: Everyone
Mitigating subjectivity and bias in AI development indices: A robust approach to redefining country rankings
Betania Silva Carneiro Campello, Guilherme Dean Pelegrina, Renata Pelissari, Ricardo Suyama, Leonardo Tomazeli Duarte
- Expert Syst. Appl. 2024
- Readers: Everyone
A-additive Choquet integral-based approach to approximate the SHAP values for local interpretability in machine learning
Guilherme Dean Pelegrina, Leonardo Tomazeli Duarte, Michel Grabisch
- Artif. Intell. 2023
- Readers: Everyone
Interpreting the Contribution of Sensors in Blind Source Extraction by Means of Shapley Values
Guilherme Dean Pelegrina, Leonardo Tomazeli Duarte, Michel Grabisch
- IEEE Signal Process. Lett. 2023
- Readers: Everyone
A statistical approach to detect sensitive features in a group fairness setting
Guilherme Dean Pelegrina, Miguel Couceiro, Leonardo Tomazeli Duarte
- CoRR 2023
- Readers: Everyone
Critical Analysis of AI Indicators in Terms of Weighting and Aggregation Approaches
Renata Pelissari, Betania Silva Carneiro Campello, Guilherme Dean Pelegrina, Ricardo Suyama, Leonardo Tomazeli Duarte
- BRACIS (2) 2023
- Readers: Everyone

View all 25 publications