Guilherme Dean Pelegrina

Publication Activity (10 Years)

Years Active: 2016-2024
Publications (10 Years): 24

Top Topics

Independent Component Analysis

Multicriteria Decision Making

Top Venues

Expert Syst. Appl.

IEEE Trans. Artif. Intell.

Comput. Ind. Eng.

Publications

Guilherme Dean Pelegrina, Leonardo Tomazeli Duarte
A Novel Approach for Fair Principal Component Analysis Based on Eigendecomposition. IEEE Trans. Artif. Intell. 5 (3) (2024)
Betania Silva Carneiro Campello, Guilherme Dean Pelegrina, Renata Pelissari, Ricardo Suyama, Leonardo Tomazeli Duarte
Mitigating subjectivity and bias in AI development indices: A robust approach to redefining country rankings. Expert Syst. Appl. 255 (2024)
Guilherme Dean Pelegrina, Sajid Siraj
Shapley Value-Based Approaches to Explain the Quality of Predictions by Classifiers. IEEE Trans. Artif. Intell. 5 (8) (2024)
Betania Silva Carneiro Campello, Guilherme Dean Pelegrina, Renata Pelissari, Ricardo Suyama, Leonardo Tomazeli Duarte
Mitigating subjectivity and bias in AI development indices: A robust approach to redefining country rankings. CoRR (2024)
Guilherme Dean Pelegrina, Miguel Couceiro, Leonardo Tomazeli Duarte
A preprocessing Shapley value-based approach to detect relevant and disparity prone features in machine learning. FAccT (2024)
Renata Pelissari, Betania Silva Carneiro Campello, Guilherme Dean Pelegrina, Ricardo Suyama, Leonardo Tomazeli Duarte
Critical Analysis of AI Indicators in Terms of Weighting and Aggregation Approaches. BRACIS (2) (2023)
Guilherme Dean Pelegrina, Miguel Couceiro, Leonardo Tomazeli Duarte
A statistical approach to detect sensitive features in a group fairness setting. CoRR (2023)
Guilherme Dean Pelegrina, Leonardo Tomazeli Duarte, Michel Grabisch
Interpreting the Contribution of Sensors in Blind Source Extraction by Means of Shapley Values. IEEE Signal Process. Lett. 30 (2023)
Guilherme Dean Pelegrina, Leonardo Tomazeli Duarte, Michel Grabisch
-additive Choquet integral-based approach to approximate the SHAP values for local interpretability in machine learning. Artif. Intell. 325 (2023)
Guilherme Dean Pelegrina, Sajid Siraj
Shapley value-based approaches to explain the robustness of classifiers in machine learning. CoRR (2022)
Guilherme Dean Pelegrina, Leonardo Tomazeli Duarte, Michel Grabisch
A k-additive Choquet integral-based approach to approximate the SHAP values for local interpretability in machine learning. CoRR (2022)
Guilherme Dean Pelegrina, Leonardo Tomazeli Duarte
A novel approach for Fair Principal Component Analysis based on eigendecomposition. CoRR (2022)
Guilherme Dean Pelegrina, Renan D. B. Brotto, Leonardo Tomazeli Duarte, Romis Attux, João M. T. Romano
Analysis of Trade-offs in Fair Principal Component Analysis Based on Multi-objective Optimization. IJCNN (2022)
Guilherme Dean Pelegrina, Leonardo Tomazeli Duarte, Michel Grabisch, João Marcos Travassos Romano
Dealing with redundancies among criteria in multicriteria decision making through independent component analysis. Comput. Ind. Eng. 169 (2022)
Guilherme Dean Pelegrina, Leonardo Tomazeli Duarte, Michel Grabisch, João Marcos Travassos Romano
An Unsupervised Capacity Identification Approach Based on Sobol' Indices. MDAI (2020)
Guilherme Dean Pelegrina, Renan D. B. Brotto, Leonardo Tomazeli Duarte, João M. T. Romano, Romis Attux
A multi-objective-based approach for Fair Principal Component Analysis. CoRR (2020)
Guilherme Dean Pelegrina, Leonardo Tomazeli Duarte, João Marcos Travassos Romano
Application of independent component analysis and TOPSIS to deal with dependent criteria in multicriteria decision problems. CoRR (2020)
Guilherme Dean Pelegrina, Leonardo Tomazeli Duarte, Michel Grabisch, João Marcos Travassos Romano
The multilinear model in multicriteria decision making: The case of 2-additive capacities and contributions to parameter identification. Eur. J. Oper. Res. 282 (3) (2020)
Guilherme Dean Pelegrina, Romis Attux, Leonardo Tomazeli Duarte
Application of multi-objective optimization to blind source separation. Expert Syst. Appl. 131 (2019)
Guilherme Dean Pelegrina, Leonardo Tomazeli Duarte, João Marcos Travassos Romano
Application of independent component analysis and TOPSIS to deal with dependent criteria in multicriteria decision problems. Expert Syst. Appl. 122 (2019)
Guilherme Dean Pelegrina, Leonardo Tomazeli Duarte, João Marcos Travassos Romano
Muticriteria Decision Making Based on Independent Component Analysis: A Preliminary Investigation Considering the TOPSIS Approach. LVA/ICA (2018)
Guilherme Dean Pelegrina, Leonardo Tomazeli Duarte
A Multi-Objective Approach for Post-Nonlinear Source Separation and Its Application to Ion-Selective Electrodes. IEEE Trans. Circuits Syst. II Express Briefs (12) (2018)
Guilherme Dean Pelegrina, Leonardo Tomazeli Duarte, Christian Jutten
Blind source separation and feature extraction in concurrent control charts pattern recognition: Novel analyses and a comparison of different methods. Comput. Ind. Eng. 92 (2016)
Guilherme Dean Pelegrina, Leonardo Tomazeli Duarte
A multi-objective approach for blind source extraction. SAM (2016)