Neural Chronos ODE: Modelling bidirectional temporal patterns in time-series data - C. Coelho; M. Fernanda P. Costa; Luís L. Ferrás (Expert Syst. Appl., 2025)

Enhancing continuous time series modelling with a latent ODE-LSTM approach - C. Coelho; M. Fernanda P. Costa; Luís L. Ferrás (Appl. Math. Comput., 2024)

Tracing Footprints: Neural Networks Meet Non-integer Order Differential Equations For Modelling Systems with Memory - C. Coelho; M. Fernanda P. Costa; Luís L. Ferrás (The Second Tiny Papers Track at ICLR 2024, Tiny Papers @ ICLR 2024, Vienna, Austria, May 11, 2024, 2024)

A Two-Stage Training Method for Modeling Constrained Systems With Neural Networks - C. Coelho; M. Fernanda P. Costa; Luís L. Ferrás (CoRR, 2024)

Neural Fractional Differential Equations - C. Coelho; M. Fernanda P. Costa; Luís L. Ferrás (CoRR, 2024)

An Adaptive Hydropower Management Approach for Downstream Ecosystem Preservation - C. Coelho; M. Jing; M. Fernanda P. Costa; Luís L. Ferrás (CoRR, 2024)

The Influence of Neural Networks on Hydropower Plant Management in Agriculture: Addressing Challenges and Exploring Untapped Opportunities - C. Coelho; M. Fernanda P. Costa; Luís L. Ferrás (Artificial Intelligence for Knowledge Management, Energy and Sustainability - 10th IFIP International Workshop on Artificial Intelligence for Knowledge Management, AI4KMES 2023, Krakow, Poland, September 30 - October 1, 2023, Revised Selected Papers, 2023)

Application of a Self-supervised Learning Technique for Monitoring Industrial Spaces - V. Magalhães; M. Fernanda P. Costa; M. J. Oliveira Ferreira; T. Pinto; V. Figueiredo (Computational Science and Its Applications - ICCSA 2023 Workshops - Athens, Greece, July 3-6, 2023, Proceedings, Part I, 2023)

Prior knowledge meets Neural ODEs: a two-stage training method for improved explainability - C. Coelho; M. Fernanda P. Costa; Luís L. Ferrás (The First Tiny Papers Track at ICLR 2023, Tiny Papers @ ICLR 2023, Kigali, Rwanda, May 5, 2023, 2023)

A Filter-Based Neural ODE Approach for Modelling Natural Systems with Prior Knowledge Constraints - C. Coelho; M. Fernanda P. Costa; Luís L. Ferrás (Machine Learning and Principles and Practice of Knowledge Discovery in Databases - International Workshops of ECML PKDD 2023, Turin, Italy, September 18-22, 2023, Revised Selected Papers, Part III, 2023)

Neural Chronos ODE: Unveiling Temporal Patterns and Forecasting Future and Past Trends in Time Series Data - C. Coelho; M. Fernanda P. Costa; Luís L. Ferrás (CoRR, 2023)

Enhancing Continuous Time Series Modelling with a Latent ODE-LSTM Approach - C. Coelho; M. Fernanda P. Costa; Luís L. Ferrás (CoRR, 2023)

A Self-Adaptive Penalty Method for Integrating Prior Knowledge Constraints into Neural ODEs - C. Coelho; M. Fernanda P. Costa; Luís L. Ferrás (CoRR, 2023)

The Influence of Neural Networks on Hydropower Plant Management in Agriculture: Addressing Challenges and Exploring Untapped Opportunities - C. Coelho; M. Fernanda P. Costa; Luís L. Ferrás (CoRR, 2023)

A Kernel Clustering Algorithm Based on Diameters - M. Fernanda P. Costa; Ana Maria A. C. Rocha; Edite M. G. P. Fernandes (Optimization, Learning Algorithms and Applications - Second International Conference, OL2A 2022, Póvoa de Varzim, Portugal, October 24-25, 2022, Proceedings, 2022)

Optimal Control by Multiple Shooting and Weighted Tchebycheff Penalty-Based Scalarization - Gisela C. Vieira Ramadas; Edite M. G. P. Fernandes; Ana Maria A. C. Rocha; M. Fernanda P. Costa (Computational Science and Its Applications - ICCSA 2021 - 21st International Conference, Cagliari, Italy, September 13-16, 2021, Proceedings, Part V, 2021)

A Clustering Algorithm Based on Fitness Probability Scores for Cluster Centers Optimization - M. Fernanda P. Costa; Ana Maria A. C. Rocha; Edite M. G. P. Fernandes (Computational Science and Its Applications - ICCSA 2021 - 21st International Conference, Cagliari, Italy, September 13-16, 2021, Proceedings, Part V, 2021)

Optimisation Approach for Parameter Estimation of the Generalised PTT Viscoelastic Model - M. Fernanda P. Costa; C. Coelho; Luís L. Ferrás (Computational Science and Its Applications - ICCSA 2021 - 21st International Conference, Cagliari, Italy, September 13-16, 2021, Proceedings, Part IV, 2021)

Object Detection with RetinaNet on Aerial Imagery: The Algarve Landscape - C. Coelho; M. Fernanda P. Costa; Luís L. Ferrás; Ana Jacinta Soares (Computational Science and Its Applications - ICCSA 2021 - 21st International Conference, Cagliari, Italy, September 13-16, 2021, Proceedings, Part II, 2021)

A Simple Clustering Algorithm Based on Weighted Expected Distances - Ana Maria A. C. Rocha; M. Fernanda P. Costa; Edite M. G. P. Fernandes (Optimization, Learning Algorithms and Applications - First International Conference, OL2A 2021, Bragança, Portugal, July 19-21, 2021, Revised Selected Papers, 2021)

Filter-based stochastic algorithm for global optimization - M. Joseane F. G. Macêdo; Elizabeth W. Karas; M. Fernanda P. Costa; Ana Maria A. C. Rocha (J. Glob. Optim., 2020)

Penalty-Based Heuristic DIRECT Method for Constrained Global Optimization - M. Fernanda P. Costa; Ana Maria A. C. Rocha; Edite M. G. P. Fernandes (Computational Science and Its Applications - ICCSA 2020 - 20th International Conference, Cagliari, Italy, July 1-4, 2020, Proceedings, Part III, 2020)

Simplified Tabu Search with Random-Based Searches for Bound Constrained Global Optimization - Ana Maria A. C. Rocha; M. Fernanda P. Costa; Edite M. G. P. Fernandes (Computational Science and Its Applications - ICCSA 2020 - 20th International Conference, Cagliari, Italy, July 1-4, 2020, Proceedings, Part III, 2020)

Single Screw Extrusion Optimization Using the Tchebycheff Scalarization Method - Ana Maria A. C. Rocha; Marina A. Matos; M. Fernanda P. Costa; António Gaspar-Cunha; Edite M. G. P. Fernandes (Computational Science and Its Applications - ICCSA 2020 - 20th International Conference, Cagliari, Italy, July 1-4, 2020, Proceedings, Part III, 2020)

Objective and Violation Upper Bounds on a DIRECT-Filter Method for Global Optimization - M. Fernanda P. Costa; Ana Maria A. C. Rocha; Edite M. G. P. Fernandes (Numerical Computations: Theory and Algorithms - Third International Conference, NUMTA 2019, Crotone, Italy, June 15-21, 2019, Revised Selected Papers, Part II, 2019)

A Population-Based Stochastic Coordinate Descent Method - Ana Maria A. C. Rocha; M. Fernanda P. Costa; Edite M. G. P. Fernandes (Optimization of Complex Systems: Theory, Models, Algorithms and Applications, WCGO 2019, World Congress on Global Optimization, Metz, France, 8-10 July, 2019, 2019)

On a multiobjective optimal control of a tumor growth model with immune response and drug therapies - Ana Maria A. C. Rocha; M. Fernanda P. Costa; Edite M. G. P. Fernandes (Int. Trans. Oper. Res., 2018)

Preface to the Special Issue "GOW'16" - Ana Maria A. C. Rocha; M. Fernanda P. Costa; Edite M. G. P. Fernandes (J. Glob. Optim., 2018)

Filter-based DIRECT method for constrained global optimization - M. Fernanda P. Costa; Ana Maria A. C. Rocha; Edite M. G. P. Fernandes (J. Glob. Optim., 2018)

On a smoothed penalty-based algorithm for global optimization - Ana Maria A. C. Rocha; M. Fernanda P. Costa; Edite M. G. P. Fernandes (J. Glob. Optim., 2017)

Theoretical and Practical Convergence of a Self-Adaptive Penalty Algorithm for Constrained Global Optimization - M. Fernanda P. Costa; Rogério B. Francisco; Ana Maria A. C. Rocha; Edite M. G. P. Fernandes (J. Optim. Theory Appl., 2017)

Continuous Relaxation of MINLP Problems by Penalty Functions: A Practical Comparison - M. Fernanda P. Costa; Ana Maria A. C. Rocha; Edite M. G. P. Fernandes (Computational Science and Its Applications - ICCSA 2017 - 17th International Conference, Trieste, Italy, July 3-6, 2017, Proceedings, Part III, 2017)

Combining Filter Method and Dynamically Dimensioned Search for Constrained Global Optimization - M. Joseane F. G. Macêdo; M. Fernanda P. Costa; Ana Maria A. C. Rocha; Elizabeth W. Karas (Computational Science and Its Applications - ICCSA 2017 - 17th International Conference, Trieste, Italy, July 3-6, 2017, Proceedings, Part III, 2017)

Improving Efficiency of a Multistart with Interrupted Hooke-and-Jeeves Filter Search for Solving MINLP Problems - Florbela P. Fernandes; M. Fernanda P. Costa; Ana Maria A. C. Rocha; Edite M. G. P. Fernandes (Computational Science and Its Applications - ICCSA 2016 - 16th International Conference, Beijing, China, July 4-7, 2016, Proceedings, Part I, 2016)

Direct Sequential Based Firefly Algorithm for the \alpha -Pinene Isomerization Problem - Ana Maria A. C. Rocha; Marisa C. Martins; M. Fernanda P. Costa; Edite M. G. P. Fernandes (Computational Science and Its Applications - ICCSA 2016 - 16th International Conference, Beijing, China, July 4-7, 2016, Proceedings, Part I, 2016)

Extensions of Firefly Algorithm for Nonsmooth Nonconvex Constrained Optimization Problems - Rogério B. Francisco; M. Fernanda P. Costa; Ana Maria A. C. Rocha (Computational Science and Its Applications - ICCSA 2016 - 16th International Conference, Beijing, China, July 4-7, 2016, Proceedings, Part I, 2016)

Combining Non-dominance, Objective-order and Spread Metric to Extend Firefly Algorithm to Multi-objective Optimization - M. Fernanda P. Costa; Ana Maria A. C. Rocha; Edite M. G. P. Fernandes (Evolutionary Multi-Criterion Optimization - 8th International Conference, EMO 2015, Guimarães, Portugal, March 29 -April 1, 2015. Proceedings, Part I, 2015)

Heuristic-Based Firefly Algorithm for Bound Constrained Nonlinear Binary Optimization - M. Fernanda P. Costa; Ana Maria A. C. Rocha; Rogério B. Francisco; Edite M. G. P. Fernandes (Adv. Oper. Res., 2014)

An artificial fish swarm algorithm based hyperbolic augmented Lagrangian method - M. Fernanda P. Costa; Ana Maria A. C. Rocha; Edite M. G. P. Fernandes (J. Comput. Appl. Math., 2014)

A filter-based artificial fish swarm algorithm for constrained global optimization: theoretical and practical issues - Ana Maria A. C. Rocha; M. Fernanda P. Costa; Edite M. G. P. Fernandes (J. Glob. Optim., 2014)

Branch and Bound Based Coordinate Search Filter Algorithm for Nonsmooth Nonconvex Mixed-Integer Nonlinear Programming Problems - Florbela P. Fernandes; M. Fernanda P. Costa; Edite M. G. P. Fernandes (Computational Science and Its Applications - ICCSA 2014 - 14th International Conference, Guimarães, Portugal, June 30 - July 3, 2014, Proceedings, Part II, 2014)

Experiments with Firefly Algorithm - Rogério B. Francisco; M. Fernanda P. Costa; Ana Maria A. C. Rocha (Computational Science and Its Applications - ICCSA 2014 - 14th International Conference, Guimarães, Portugal, June 30 - July 3, 2014, Proceedings, Part II, 2014)

An evolutionary algorithm based pattern search approach for constrained optimization - Rituparna Datta; M. Fernanda P. Costa; Kalyanmoy Deb; António Gaspar-Cunha (Proceedings of the IEEE Congress on Evolutionary Computation, CEC 2013, Cancun, Mexico, June 20-23, 2013, 2013)

Multilocal Programming: A Derivative-Free Filter Multistart Algorithm - Florbela P. Fernandes; M. Fernanda P. Costa; Edite M. G. P. Fernandes (Computational Science and Its Applications - ICCSA 2013 - 13th International Conference, Ho Chi Minh City, Vietnam, June 24-27, 2013, Proceedings, Part I, 2013)

An Artificial Fish Swarm Filter-Based Method for Constrained Global Optimization - Ana Maria A. C. Rocha; M. Fernanda P. Costa; Edite M. G. P. Fernandes (Computational Science and Its Applications - ICCSA 2012 - 12th International Conference, Salvador de Bahia, Brazil, June 18-21, 2012, Proceedings, Part III, 2012)

A Derivative-Free Filter Driven Multistart Technique for Global Optimization - Florbela P. Fernandes; M. Fernanda P. Costa; Edite M. G. P. Fernandes (Computational Science and Its Applications - ICCSA 2012 - 12th International Conference, Salvador de Bahia, Brazil, June 18-21, 2012, Proceedings, Part III, 2012)

Multi-objective memetic algorithm: comparing artificial neural networks and pattern search filter method approaches - António Gaspar-Cunha; Fernando Mendes; M. Fernanda P. Costa (Int. Trans. Oper. Res., 2011)

On Minimizing Objective and KKT Error in a Filter Line Search Strategy for an Interior Point Method - M. Fernanda P. Costa; Edite M. G. P. Fernandes (Computational Science and Its Applications - ICCSA 2011 - International Conference, Santander, Spain, June 20-23, 2011. Proceedings, Part III, 2011)

Nonlinear Optimization for Human-Like Movements of a High Degree of Freedom Robotics Arm-Hand System - Eliana Costa e Silva; M. Fernanda P. Costa; Estela Bicho; Wolfram Erlhagen (Computational Science and Its Applications - ICCSA 2011 - International Conference, Santander, Spain, June 20-23, 2011. Proceedings, Part III, 2011)

Practical implementation of an interior point nonmonotone line search filter method - M. Fernanda P. Costa; Edite M. G. P. Fernandes (Int. J. Comput. Math., 2008)