Publications
A summary of my recent work is available at Google Scholar.
Papers
2023
Fernandes Montesuma, Eduardo, Ngolè Mboula, Fred Maurice, Corona, Francesco, and Souloumiac, Antoine (2023). Multi-Source Domain Adaptation for Cross-Domain Fault Diagnosis of Chemical Processes. arXiv:2308.11247 [Paper] [Code]
Bibtex
@article{montesuma2023multi,
title={Multi-Source Domain Adaptation for Cross-Domain Fault Diagnosis of Chemical Processes},
author={Montesuma, Eduardo Fernandes and Mulas, Michela and Mboula, Fred Ngol{\`e} and Corona, Francesco and Souloumiac, Antoine},
journal={arXiv preprint arXiv:2308.11247},
year={2023}
}
Fernandes Montesuma, Eduardo, Mboula, F. N., & Souloumiac, A. (2023). Recent advances in optimal transport for machine learning. arXiv:2306.16156. [Paper]
Bibtex
@article{montesuma2023recent,
title={Recent advances in optimal transport for machine learning},
author={Montesuma, Eduardo Fernandes and Mboula, Fred Ngole and Souloumiac, Antoine},
journal={arXiv preprint arXiv:2306.16156},
year={2023}
}
Fernandes Montesuma, Eduardo, Ngolè Mboula, Fred Maurice, and Souloumiac, Antoine (2023). Multi-Source Domain Adaptation through Dataset Dictionary Learning in Wasserstein Space. 26th European Conference on Artificial Intelligence [Paper] [Code]
Bibtex
@article{montesuma2023multi,
title={Multi-Source Domain Adaptation through Dataset Dictionary Learning in Wasserstein Space},
author={Montesuma, Eduardo Fernandes and Mboula, Fred Ngol{\`e} and Souloumiac, Antoine},
journal={arXiv preprint arXiv:2307.14953},
year={2023}
}
2022
Fernandes Montesuma, Eduardo, Mulas, M., Corona, F., and Mboula, F. M. N. (2022). Cross-domain fault diagnosis through optimal transport for a CSTR process. IFAC-PapersOnLine, 55(7), 946-951. [Paper] [Code]
Bibtex
@article{montesuma2022cross,
title={Cross-domain fault diagnosis through optimal transport for a CSTR process},
author={Montesuma, Eduardo Fernandes and Mulas, Michela and Corona, Francesco and Mboula, Fred-Maurice Ngole},
journal={IFAC-PapersOnLine},
volume={55},
number={7},
pages={946--951},
year={2022},
publisher={Elsevier}
}
2021
Montesuma, E. F., Carneiro, L. C., Damasceno, A. R., de Sampaio, J. V. F., Férrer Filho, R. F., Maia, P. H. M., & Oliveira, F. C. (2021, November). An Empirical Study of Information Retrieval and Machine Reading Comprehension Algorithms for an Online Education Platform. In Anais do XIII Simpósio Brasileiro de Tecnologia da Informação e da Linguagem Humana (pp. 217-226). SBC.
[Paper]
Bibtex
@inproceedings{montesuma2021empirical,
title={An Empirical Study of Information Retrieval and Machine Reading Comprehension Algorithms for an Online Education Platform},
author={Montesuma, Eduardo F and Carneiro, Lucas C and Damasceno, Adson RP and de Sampaio, Joao Victor FT and F{\'e}rrer Filho, Romulo F and Maia, Paulo Henrique M and Oliveira, Francisco CMB},
booktitle={Anais do XIII Simp{\'o}sio Brasileiro de Tecnologia da Informa{\c{c}}{\~a}o e da Linguagem Humana},
pages={217--226},
year={2021},
organization={SBC}
}
Montesuma, E. F., & Mboula, F. M. N. (2021, June). Wasserstein Barycenter Transport for Acoustic Adaptation. In ICASSP 2021-2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (pp. 3405-3409).
[IEEE Explore] [Code]
Bibtex
@inproceedings{montesuma2021wasserstein,
title={Wasserstein Barycenter Transport for Acoustic Adaptation},
author={Montesuma, Eduardo F and Mboula, Fred-Maurice Ngol{\`e}},
booktitle={ICASSP 2021-2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
pages={3405--3409},
year={2021},
organization={IEEE}
}
Montesuma, E. F., & Mboula, F. M. N. (2021). Wasserstein barycenter for multi-source domain adaptation. In Proceedings of the IEEE/CVF conference on computer vision and pattern recognition (pp. 16785-16793).
[The CVF Open Access] [Paper] [Supplementary] [Code]
Bibtex
@inproceedings{montesuma2021wasserstein,
title={Wasserstein barycenter for multi-source domain adaptation},
author={Montesuma, Eduardo Fernandes and Mboula, Fred Maurice Ngole},
booktitle={Proceedings of the IEEE/CVF conference on computer vision and pattern recognition},
pages={16785--16793},
year={2021}
}
2020
Lemarchand, F., Montesuma, E. F., Pelcat, M., & Nogues, E. (2020, May). OpenDenoising: an Extensible Benchmark for Building Comparative Studies of Image Denoisers. In ICASSP 2020-2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (pp. 2648-2652). IEEE.
[Arxiv] [Code]
Bibtex
@inproceedings{lemarchand2020opendenoising,
title={Opendenoising: an extensible benchmark for building comparative studies of image denoisers},
author={Lemarchand, Florian and Montesuma, Eduardo Fernandes and Pelcat, Maxime and Nogues, Erwan},
booktitle={ICASSP 2020-2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
pages={2648--2652},
year={2020},
organization={IEEE}
}
2017
Montesuma, E., Alencar, L., & Barreto, G. (2017). Avaliação de Algoritmos de Classificação de Padrões na Detecção de Câncer do Colo do Útero. In VIII Simpósio de Instrumentação e Imagens Médicas (SIIM) / VII Simpósio de Processamento de Sinais (SPS).
[Paper]
Bibtex
@inproceedings{montesuma2017avaliaccao,
title={Avalia{\c{c}}{\~a}o de Algoritmos de Classifica{\c{c}}{\~a}o de Padr{\~o}es na Detec{\c{c}}{\~a}o de C{\^a}ncer do Colo do {\'U}tero},
author={Montesuma, Eduardo Fernandes and Alencar, Levi Pio Souza Arrais and Barreto, Guilherme de Alencar},
booktitle={VIII Simpósio de Instrumentação e Imagens Médicas (SIIM) / VII Simpósio de Processamento de Sinais (SPS)},
year={2017},
}
## Thesis ### 2021 Montesuma, E. F. (2021, April). __Cross-Domain Fault Diagnosis through Optimal Transport__ [Bachelor Thesis, Universidade Federal do Ceará].\ [[Research Gate]](https://www.researchgate.net/publication/354664416_Cross-Domain_Fault_Diagnosis_Through_Optimal_Transport) [[Code]](https://github.com/eddardd/CrossDomainFaultDiagnosis) Bibtex
@phdthesis{montesuma2021crossdomain,
author = {Eduardo Fernandes Montesuma},
title = {Cross-Domain Fault Diagnosis through Optimal Transport},
school = {Universidade Federal do Ceará},
year = 2021,
type = {Bachelor's Thesis}
}