Jacob Montiel

Most-cited papers

Scikit-Multiflow: A Multi-output Streaming Framework
Jacob Montiel, Jesse Read, A. Bifet, T. Abdessalem
2018Journal of machine learning research357 citations
Semantic Scholar
River: machine learning for streaming data in Python
Jacob Montiel, Max Halford, S. Mastelini, Geoffrey Bolmier +7 more
2020Journal of machine learning research345 citations
Semantic Scholar
Adaptive XGBoost for Evolving Data Streams
Jacob Montiel, Rory Mitchell, E. Frank, Bernhard Pfahringer +2 more
2020IEEE International Joint Conference on Neural Network55 citations Open access
Semantic Scholar
Anomaly Detection for Data Streams Based on Isolation Forest Using Scikit-Multiflow
M. Togbe, Mariam Barry, Aliou Boly, Yousra Chabchoub +3 more
2020Communication Systems and Applications46 citations
Semantic Scholar
C-SMOTE: Continuous Synthetic Minority Oversampling for Evolving Data Streams
Alessio Bernardo, Heitor Murilo Gomes, Jacob Montiel, Bernhard Pfahringer +2 more
20202020 IEEE International Conference on Big Data (Big Data)43 citations Open access
Semantic Scholar
Transformers for Multi-label Classification of Medical Text: An Empirical Comparison
Vithya Yogarajan, Jacob Montiel, T. Smith, Bernhard Pfahringer
2021Conference on Artificial Intelligence in Medicine in Europe26 citations Open access
Semantic Scholar
On Ensemble Techniques for Data Stream Regression
Heitor Murilo Gomes, Jacob Montiel, S. Mastelini, Bernhard Pfahringer +1 more
2020IEEE International Joint Conference on Neural Network22 citations Open access
Semantic Scholar
Seeing The Whole Patient: Using Multi-Label Medical Text Classification Techniques to Enhance Predictions of Medical Codes
Vithya Yogarajan, Jacob Montiel, T. Smith, Bernhard Pfahringer
2020arXiv.org13 citations
Semantic Scholar
StreamMLOps: Operationalizing Online Learning for Big Data Streaming & Real-Time Applications
Mariam Barry, Jacob Montiel, A. Bifet, Sameer Wadkar +9 more
2023IEEE International Conference on Data Engineering12 citations
Semantic Scholar
StreamFlow: A System for Summarizing and Learning Over Industrial Big Data Streams
Mariam Barry, Saad El Jaouhari, A. Bifet, Jacob Montiel +2 more
20222022 IEEE International Conference on Big Data (Big Data)11 citations
Semantic Scholar
Evolution-Based Online Automated Machine Learning
Cedric Kulbach, Jacob Montiel, M. Bahri, Marco Heyden +1 more
2022Pacific-Asia Conference on Knowledge Discovery and Data Mining9 citations Open access
Semantic Scholar
Stream2Graph: Dynamic Knowledge Graph for Online Learning Applied in Large-scale Network
Mariam Barry, A. Bifet, Raja Chiky, Saad el Jaouhari +3 more
20222022 IEEE International Conference on Big Data (Big Data)7 citations
Semantic Scholar
Learning Fast and Slow: A Unified Batch/Stream Framework
Jacob Montiel, A. Bifet, Viktor Losing, Jesse Read +1 more
20182018 IEEE International Conference on Big Data (Big Data)7 citations
Semantic Scholar
Improving Predictions of Tail-end Labels using Concatenated BioMed-Transformers for Long Medical Documents
Vithya Yogarajan, Bernhard Pfahringer, Tony Smith, Jacob Montiel
2021arXiv.org6 citations
Semantic Scholar
Predicting over-indebtedness on batch and streaming data
Jacob Montiel, A. Bifet, T. Abdessalem
20172017 IEEE International Conference on Big Data (Big Data)6 citations
Semantic Scholar
Scalable Model-Based Cascaded Imputation of Missing Data
Jacob Montiel, Jesse Read, A. Bifet, T. Abdessalem
2018Pacific-Asia Conference on Knowledge Discovery and Data Mining5 citations
Semantic Scholar
Concatenating BioMed-Transformers to Tackle Long Medical Documents and to Improve the Prediction of Tail-End Labels
Vithya Yogarajan, Bernhard Pfahringer, Tony Smith, Jacob Montiel
2022International Conference on Artificial Neural Networks4 citations
Semantic Scholar
Online Clustering: Algorithms, Evaluation, Metrics, Applications and Benchmarking
Jacob Montiel, Hoang-Anh Ngo, Minh-Huong Le-Nguyen, A. Bifet
2022Knowledge Discovery and Data Mining4 citations
Semantic Scholar
Challenges of Machine Learning for Data Streams in the Banking Industry
Mariam Barry, A. Bifet, Raja Chiky, Jacob Montiel +1 more
2021Journées Bases de Données Avancées3 citations
Semantic Scholar
Fast and lightweight binary and multi-branch Hoeffding Tree Regressors
S. Mastelini, Jacob Montiel, Heitor Murilo Gomes, A. Bifet +2 more
20212021 International Conference on Data Mining Workshops (ICDMW)3 citations
Semantic Scholar
RuleForge: Automated Generation and Validation for Web Vulnerability Detection at Scale
Ayush Garg, Sophia Hager, Jacob Montiel, Aditya Tiwari +4 more
2026arXiv.org2 citations
Semantic Scholar
Showcasing the TAIAO project: providing resources for machine learning from images of New Zealand's natural environment
N. Lim, A. Bifet, Daniel Bull, E. Frank +3 more
2022Journal of the Royal Society of New Zealand2 citations Open access
Semantic Scholar
Predicting COVID-19 Patient Shielding: A Comprehensive Study
Vithya Yogarajan, Jacob Montiel, Tony Smith, Bernhard Pfahringer
2021Applied Informatics2 citations Open access
Semantic Scholar
Learning from evolving data streams
Jacob Montiel
2020SciPy1 citations Open access
Semantic Scholar
D-12-125 Pose recognition of hand scans using prototypes
Jacob Montiel, Hamid Laga, S. Saito, M. Nakajima
20090 citations
Semantic Scholar