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L. F. Prudente and D. R. Souza, Global convergence of a BFGS-type algorithm for nonconvex multiobjective optimization problems, Computational Optimization and Applications 88(3), pp. 719-757, 2024.

Published in Computational Optimization and Applications, 2024

Global convergence analysis of a BFGS-type algorithm for nonconvex multiobjective optimization.

Recommended citation: L. F. Prudente and D. R. Souza. (2024). "Global convergence of a BFGS-type algorithm for nonconvex multiobjective optimization problems." Computational Optimization and Applications 88(3), pp. 719-757.
Paper | Code | DOI

E. G. Birgin, A. Laurain, and D. R. Souza, Reconstruction of Voronoi diagrams in inverse potential problems, ESAIM: Control, Optimisation and Calculus of Variations 30, article number 85, 2024.

Published in ESAIM: Control, Optimisation and Calculus of Variations, 2024

Reconstruction of Voronoi diagrams in inverse potential problems.

Recommended citation: E. G. Birgin, A. Laurain, and D. R. Souza. (2024). "Reconstruction of Voronoi diagrams in inverse potential problems." ESAIM: Control, Optimisation and Calculus of Variations 30, article number 85.
Paper | Code | DOI

V. S. Amaral, P. B. Assuncao, and D. R. Souza, A Partially Derivative-Free Proximal Method for Composite Multiobjective Optimization in the Holder Setting, arXiv:2508.20071 [math.OC], 2026.

Published in arXiv, 2026

A partially derivative-free proximal method for composite multiobjective optimization in the Holder setting.

Recommended citation: V. S. Amaral, P. B. Assuncao, and D. R. Souza. (2026). "A Partially Derivative-Free Proximal Method for Composite Multiobjective Optimization in the Holder Setting." arXiv:2508.20071 [math.OC].
Paper | Code | DOI

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Stochastic Optimization Methods

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We will address the fundamentals and recent advances in stochastic optimization methods, essential techniques for large-scale problems.

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