| Designing architectures of convolutional neural networks to solve practical problems MD Ferreira, DC Corrêa, LG Nonato, RF de Mello Expert Systems with Applications 94, 205-217, 2018 | 39 | 2018 |
| A semi-supervised methodology for fishing activity detection using the geometry behind the trajectory of multiple vessels MD Ferreira, G Spadon, A Soares, S Matwin Sensors 22 (16), 6063, 2022 | 21 | 2022 |
| Senti-COVID19: An interactive visual analytics system for detecting public sentiment and insights regarding COVID-19 from social media X Yu, MD Ferreira, FV Paulovich IEEE Access 9, 126684-126697, 2021 | 18 | 2021 |
| Similarity graph: Visual exploration of song collections J Ono, D Corrêa, M Ferreira, R Mello, LG Nonato SIBGRAPI, 2015 | 15 | 2015 |
| A novel machine learning approach to analyzing geospatial vessel patterns using AIS data MD Ferreira, JNA Campbell, S Matwin GIScience & Remote Sensing 59 (1), 1473-1490, 2022 | 13 | 2022 |
| Unfolding ais transmission behavior for vessel movement modeling on noisy data leveraging machine learning G Spadon, MD Ferreira, A Soares, S Matwin IEEE Access 11, 18821-18837, 2022 | 13 | 2022 |
| Detection of invalid AIS messages using machine learning techniques JNA Campbell, AW Isenor, MD Ferreira Procedia Computer Science 205, 229-238, 2022 | 11 | 2022 |
| Assessing compression algorithms to improve the efficiency of clustering analysis on AIS vessel trajectories MD Ferreira, J Campbell, E Purney, A Soares, S Matwin International Journal of Geographical Information Science 37 (3), 660-683, 2023 | 10 | 2023 |
| Providing theoretical learning guarantees to deep learning networks RF de Mello, MD Ferreira, MA Ponti arXiv preprint arXiv:1711.10292, 2017 | 7 | 2017 |
| Q4EDA: A novel strategy for textual information retrieval based on user interactions with visual representations of time series L Christino, MD Ferreira, FV Paulovich Information 13 (8), 368, 2022 | 5 | 2022 |
| Neural network training fingerprint: visual analytics of the training process in classification neural networks MD Ferreira, GD Cantareira, RF de Mello, FV Paulovich Journal of visualization, 1-20, 2022 | 5 | 2022 |
| Active learning for medical code assignment MD Ferreira, M Malyska, N Sahar, R Miotto, F Paulovich, E Milios arXiv preprint arXiv:2104.05741, 2021 | 5 | 2021 |
| Theoretical learning guarantees applied to acoustic modeling CD Shulby, MD Ferreira, RF de Mello, SM Aluisio Journal of the Brazilian Computer Society 25 (1), 1, 2019 | 5 | 2019 |
| Time complexity evaluation of cover song identification algorithms MD Ferreira, RF de Mello Applied Acoustics 175, 107777, 2021 | 4 | 2021 |
| Robust phoneme recognition with little data CD Shulby, MD Ferreira, RF Mello, SM Aluisio Proceedings, 2019 | 4 | 2019 |
| Acoustic modeling using a shallow CNN-HTSVM architecture CD Shulby, MD Ferreira, RF de Mello, SM Aluisio 2017 Brazilian Conference on Intelligent Systems (BRACIS), 85-90, 2017 | 4 | 2017 |
| On accuracy and time processing evaluation of cover song identification systems MD Ferreira, DC Corrêa, MA Grivet, GT dos Santos, RF de Mello, ... Journal of New Music Research 45 (4), 333-342, 2016 | 3 | 2016 |
| Unfolding collective AIS transmission behavior for vessel movement modeling on irregular timing data using noise-robust neural networks. arXiv 2022 G Spadon, MD Ferreira, A Soares, S Matwin arXiv preprint arXiv:2202.13867, 0 | 3 | |
| Developing generative adversarial networks (GANs) for the generation of synthetic vessel movement data J Campbell, M Ferreira, A Isenor Defence research and development Canada-scientific report. December, 2023 | 1 | 2023 |
| SGORNN: Combining scalar gates and orthogonal constraints in recurrent networks W Taylor-Melanson, MD Ferreira, S Matwin Neural Networks 159, 25-33, 2023 | 1 | 2023 |
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