Maria Fernanda Pires da Costa
AuthID: R-000-BE1
1
TITLE: A Filter-Based Neural ODE Approach for Modelling Natural Systems with Prior Knowledge Constraints
AUTHORS: Coelho, C; Fernanda P Costa; Ferrás, LL ;
PUBLISHED: 2025, SOURCE: 8th European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases in MACHINE LEARNING AND PRINCIPLES AND PRACTICE OF KNOWLEDGE DISCOVERY IN DATABASES, ECML PKDD 2023, PT III, VOLUME: 2135
AUTHORS: Coelho, C; Fernanda P Costa; Ferrás, LL ;
PUBLISHED: 2025, SOURCE: 8th European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases in MACHINE LEARNING AND PRINCIPLES AND PRACTICE OF KNOWLEDGE DISCOVERY IN DATABASES, ECML PKDD 2023, PT III, VOLUME: 2135
2
TITLE: Neural Chronos ODE: Modelling bidirectional temporal patterns in time-series data Full Text
AUTHORS: Coelho, C.; Costa, M. Fernanda P.; Ferras, L. L. ;
PUBLISHED: 2025, SOURCE: EXPERT SYSTEMS WITH APPLICATIONS, VOLUME: 273
AUTHORS: Coelho, C.; Costa, M. Fernanda P.; Ferras, L. L. ;
PUBLISHED: 2025, SOURCE: EXPERT SYSTEMS WITH APPLICATIONS, VOLUME: 273
3
TITLE: Neural fractional differential equations
AUTHORS: Coelho, C.; Costa, M. Fernanda P.; Ferras, L. L.;
PUBLISHED: 2025, SOURCE: APPLIED MATHEMATICAL MODELLING, VOLUME: 144
AUTHORS: Coelho, C.; Costa, M. Fernanda P.; Ferras, L. L.;
PUBLISHED: 2025, SOURCE: APPLIED MATHEMATICAL MODELLING, VOLUME: 144
4
TITLE: A Two-Stage Training Method for Modeling Constrained Systems With Neural Networks Full Text
AUTHORS: Coelho, C.; Costa, M. Fernanda P.; Ferras, L. L. ;
PUBLISHED: 2025, SOURCE: JOURNAL OF FORECASTING
AUTHORS: Coelho, C.; Costa, M. Fernanda P.; Ferras, L. L. ;
PUBLISHED: 2025, SOURCE: JOURNAL OF FORECASTING
5
TITLE: Enhancing continuous time series modelling with a latent ODE-LSTM approach
AUTHORS: Coelho, C.; Costa, M. Fernanda P.; Ferras, L. L.;
PUBLISHED: 2024, SOURCE: APPLIED MATHEMATICS AND COMPUTATION, VOLUME: 475
AUTHORS: Coelho, C.; Costa, M. Fernanda P.; Ferras, L. L.;
PUBLISHED: 2024, SOURCE: APPLIED MATHEMATICS AND COMPUTATION, VOLUME: 475
6
TITLE: The Influence of Neural Networks on Hydropower Plant Management in Agriculture: Addressing Challenges and Exploring Untapped Opportunities
AUTHORS: Coelho, C; Fernanda P Costa; Ferrás, LL ;
PUBLISHED: 2024, SOURCE: 10th IFIP International Workshop on Artificial Intelligence for Knowledge Management, AI4KMES 2023 in IFIP Advances in Information and Communication Technology, VOLUME: 693
AUTHORS: Coelho, C; Fernanda P Costa; Ferrás, LL ;
PUBLISHED: 2024, SOURCE: 10th IFIP International Workshop on Artificial Intelligence for Knowledge Management, AI4KMES 2023 in IFIP Advances in Information and Communication Technology, VOLUME: 693
7
TITLE: Fractional Calculus Meets Neural Networks for Computer Vision: A Survey Full Text
AUTHORS: Coelho, Cecilia; Costa, M. Fernanda P.; Ferras, Luis L. ;
PUBLISHED: 2024, SOURCE: AI, VOLUME: 5, ISSUE: 3
AUTHORS: Coelho, Cecilia; Costa, M. Fernanda P.; Ferras, Luis L. ;
PUBLISHED: 2024, SOURCE: AI, VOLUME: 5, ISSUE: 3
8
TITLE: Neural Fractional Differential Equations: Optimising the Order of the Fractional Derivative
AUTHORS: Coelho, Cecilia; Costa, M. Fernanda P.; Ferras, Luis L. ;
PUBLISHED: 2024, SOURCE: FRACTAL AND FRACTIONAL, VOLUME: 8, ISSUE: 9
AUTHORS: Coelho, Cecilia; Costa, M. Fernanda P.; Ferras, Luis L. ;
PUBLISHED: 2024, SOURCE: FRACTAL AND FRACTIONAL, VOLUME: 8, ISSUE: 9
9
TITLE: Optimal Control of a Coastal Ecosystem Through Neural Ordinary Differential Equations
AUTHORS: Coelho, C.; Costa, M. Fernanda P.; Ferras, L. L. ;
PUBLISHED: 2024, SOURCE: 1st ECAI Workshop on Machine Learning Meets Differential Equations (ML-DE) - From Theory to Applications in 1ST ECAI WORKSHOP ON MACHINE LEARNING MEETS DIFFERENTIAL EQUATIONS: FROM THEORY TO APPLICATIONS, VOLUME: 255
AUTHORS: Coelho, C.; Costa, M. Fernanda P.; Ferras, L. L. ;
PUBLISHED: 2024, SOURCE: 1st ECAI Workshop on Machine Learning Meets Differential Equations (ML-DE) - From Theory to Applications in 1ST ECAI WORKSHOP ON MACHINE LEARNING MEETS DIFFERENTIAL EQUATIONS: FROM THEORY TO APPLICATIONS, VOLUME: 255
INDEXED IN: 
Scopus 
WOS
Scopus WOS10
TITLE: Application of a Self-supervised Learning Technique for Monitoring Industrial Spaces
AUTHORS: Magalhaes, V; Costa, M. Fernanda P.; Oliveira Ferreira, M. J.; Pinto, T.; Figueiredo, V;
PUBLISHED: 2023, SOURCE: 23rd International Conference on Computational Science and its Applications (ICCSA) in COMPUTATIONAL SCIENCE AND ITS APPLICATIONS-ICCSA 2023 WORKSHOPS, PT I, VOLUME: 14104
AUTHORS: Magalhaes, V; Costa, M. Fernanda P.; Oliveira Ferreira, M. J.; Pinto, T.; Figueiredo, V;
PUBLISHED: 2023, SOURCE: 23rd International Conference on Computational Science and its Applications (ICCSA) in COMPUTATIONAL SCIENCE AND ITS APPLICATIONS-ICCSA 2023 WORKSHOPS, PT I, VOLUME: 14104
INDEXED IN: Scopus WOS
Scopus WOS