Scikit-multiflow: A multi-output streaming framework J Montiel, J Read, A Bifet, T Abdessalem Journal of Machine Learning Research 19 (72), 1-5, 2018 | 454 | 2018 |
River: machine learning for streaming data in python J Montiel, M Halford, SM Mastelini, G Bolmier, R Sourty, R Vaysse, ... Journal of Machine Learning Research 22 (110), 1-8, 2021 | 277 | 2021 |
Anomaly detection for data streams based on isolation forest using scikit-multiflow MU Togbe, M Barry, A Boly, Y Chabchoub, R Chiky, J Montiel, VT Tran Computational Science and Its Applications–ICCSA 2020: 20th International …, 2020 | 63 | 2020 |
Adaptive XGBoost for Evolving Data Streams J Montiel, R Mitchell, E Frank, B Pfahringer, T Abdessalem, A Bifet 2020 International Joint Conference on Neural Networks (IJCNN), 1-8, 2020 | 57 | 2020 |
C-smote: Continuous synthetic minority oversampling for evolving data streams A Bernardo, HM Gomes, J Montiel, B Pfahringer, A Bifet, E Della Valle 2020 IEEE International Conference on Big Data (Big Data), 483-492, 2020 | 45 | 2020 |
Transformers for multi-label classification of medical text: an empirical comparison V Yogarajan, J Montiel, T Smith, B Pfahringer International Conference on Artificial Intelligence in Medicine, 114-123, 2021 | 30 | 2021 |
On ensemble techniques for data stream regression HM Gomes, J Montiel, SM Mastelini, B Pfahringer, A Bifet 2020 International Joint Conference on Neural Networks (IJCNN), 1-8, 2020 | 21 | 2020 |
Seeing the whole patient: using multi-label medical text classification techniques to enhance predictions of medical codes V Yogarajan, J Montiel, T Smith, B Pfahringer arXiv preprint arXiv:2004.00430, 2020 | 12 | 2020 |
Learning fast and slow: A unified batch/stream framework J Montiel, A Bifet, V Losing, J Read, T Abdessalem 2018 IEEE International Conference on Big Data (Big Data), 1065-1072, 2018 | 10 | 2018 |
Evolution-based online automated machine learning C Kulbach, J Montiel, M Bahri, M Heyden, A Bifet Pacific-Asia Conference on Knowledge Discovery and Data Mining, 472-484, 2022 | 9 | 2022 |
Predicting over-indebtedness on batch and streaming data J Montiel, A Bifet, T Abdessalem 2017 IEEE International Conference on Big Data (Big Data), 1504-1513, 2017 | 9 | 2017 |
StreamMLOps: Operationalizing Online Learning for Big Data Streaming & Real-Time Applications M Barry, J Montiel, A Bifet, S Wadkar, N Manchev, M Halford, R Chiky, ... 2023 IEEE 39th International Conference on Data Engineering (ICDE), 3508-3521, 2023 | 8* | 2023 |
Stream2Graph: Dynamic knowledge graph for online learning applied in large-scale network M Barry, A Bifet, R Chiky, S El Jaouhari, J Montiel, A El Ouafi, E Guerizec 2022 IEEE International Conference on Big Data (Big Data), 2190-2197, 2022 | 5 | 2022 |
Online clustering: Algorithms, evaluation, metrics, applications and benchmarking J Montiel, HA Ngo, MH Le-Nguyen, A Bifet Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and …, 2022 | 5 | 2022 |
Showcasing the TAIAO project: providing resources for machine learning from images of New Zealand's natural environment N Lim, A Bifet, D Bull, E Frank, Y Jia, J Montiel, B Pfahringer Journal of the Royal Society of New Zealand 53 (1), 69-81, 2023 | 4 | 2023 |
Fast and lightweight binary and multi-branch Hoeffding Tree Regressors SM Mastelini, J Montiel, HM Gomes, A Bifet, B Pfahringer, ... 2021 International Conference on Data Mining Workshops (ICDMW), 380-388, 2021 | 4 | 2021 |
Challenges of machine learning for data streams in the banking industry M Barry, A Bifet, R Chiky, J Montiel, VT Tran Big Data Analytics: 9th International Conference, BDA 2021, Virtual Event …, 2021 | 4 | 2021 |
Learning from evolving data streams J Montiel 19th Python in Science Conference, 70-77, 2020 | 4 | 2020 |
Fast and slow machine learning J Montiel López Paris Saclay, 2019 | 4* | 2019 |
StreamFlow: A system for summarizing and learning over industrial big data streams M Barry, S El Jaouhari, A Bifet, J Montiel, E Guerizec, R Chiky 2022 IEEE International Conference on Big Data (Big Data), 2198-2205, 2022 | 3 | 2022 |