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Machine learning for streaming data

Heitor Murilo Gomes , Jesse Read , Albert Bifet , Jean Paul Barddal , João Gama
SIGKDD explorations : newsletter of the Special Interest Group (SIG) on Knowledge Discovery & Data Mining, 2019, 21 (2), pp.6-22. ⟨10.1145/3373464.3373470⟩
Journal articles hal-02460393v1

Cooperative Parallel Particle Filters for On-line Model Selection and Applications to Urban Mobility

Luca Martino , Víctor Elvira , Jesse Read , Francisco Louzada
Digital Signal Processing, 2017, 60, pp.172-185. ⟨10.1016/j.dsp.2016.09.011⟩
Journal articles hal-01437032v1

Low-latency multi-threaded ensemble learning for dynamic big data streams

Diego Marron , Eduard Ayguadé , Jose Herrero , Jesse Read , Albert Bifet
2017 IEEE International Conference on Big Data (Big Data), Dec 2017, Boston, France. ⟨10.1109/BigData.2017.8257930⟩
Conference papers hal-01698138v1

Ubiquitous Artificial Intelligence and Dynamic Data Streams

Albert Bifet , Jesse Read
DEBS, 2018, Hamilton, New Zealand. pp.1-6
Conference papers hal-02412375v1
Image document

CAMEO: Curiosity Augmented Metropolis for Exploratory Optimal Policies

Simo Alami , Fernando Llorente , Rim Kaddah , Luca Martino , Jesse Read
EUSIPCO, Aug 2022, Belgrade, Serbia
Conference papers hal-03675575v2
Image document

Perturb and Combine to Identify Influential Spreaders in Real-World Networks

Antoine Jean-Pierre Tixier , Maria Evgenia G. Rossi , Fragkiskos Malliaros , Jesse Read , Michalis Vazirgiannis
ASONAM 2019 - IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining, Aug 2019, Vancouver, Canada
Conference papers hal-01958973v1
Image document

Probabilistic regressor chains with Monte Carlo methods

Jesse Read , Luca Martino
Neurocomputing, 2020, 413, pp.471 - 486. ⟨10.1016/j.neucom.2020.05.024⟩
Journal articles hal-03491230v1

Adaptive random forests for evolving data stream classification

Albert Bifet , Heitor Gomes , Jesse Read , Jean Paul Barddal , Fabrició Enembreck , et al.
Machine Learning, 2017, 106 (9-10), pp.1469 - 1495. ⟨10.1007/s10994-017-5642-8⟩
Journal articles hal-01689026v1

Network of Experts: Learning from Evolving Data Streams Through Network-Based Ensembles

Heitor Murilo Gomes , Albert Bifet , Philippe Fournier-Viger , Jones Granatyr , Jesse Read
International Conference on Neural Information Processing ICONIP 2019: Neural Information Processing, pp.704-716, 2019, ⟨10.1007/978-3-030-36708-4_58⟩
Book sections hal-02460408v1

Scalable Model-Based Cascaded Imputation of Missing Data

Jacob Montiel , Jesse Read , Albert Bifet , Talel Abdessalem
PAKDD (3), 2018, Melbourne, Australia. pp.64-76
Conference papers hal-02412376v1

Identifying the main drivers for the production and maturation of Scots pine tracheids along a temperature gradient

Liisa Kulmala , Jesse Read , Pekka Nöjd , Cyrille Rathgeber , Henri E. Cuny , et al.
Agricultural and Forest Meteorology, 2017, 232, pp.210-224. ⟨10.1016/j.agrformet.2016.08.012⟩
Journal articles hal-01557214v1
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Transferable Deep Metric Learning for Clustering

Simo Alami , Rim Kaddah , Jesse Read
Intelligent Data Analysis, 2023
Proceedings hal-03988934v1

Set Labelling using Multi-label Classification

Ngurah Agus Sanjaya , Jesse Read , Talel Abdessalem , Stéphane Bressan
the 20th International Conference, Nov 2018, Yogyakarta, Indonesia. pp.216-220
Conference papers hal-02044886v1
Image document

EXAD: A System for Explainable Anomaly Detection on Big Data Traces

Fei Song , Arnaud Stiegler , Yanlei Diao , Jesse Read , Albert Bifet
ICDMW 2018 - IEEE International Conference on Data Mining Workshops, Nov 2018, Singapore, Singapore
Conference papers hal-02264598v1
Image document

The improvement of the Learning Environment in the context of Multi-label data

Khalida Douibi , Nesma Settouti , Chikh Mohammed Amine , Jesse Read
Machine Learning [cs.LG]. Université Abou Bekr Belkaid, Tlemcen (Algérie), 2019. English. ⟨NNT : ⟩
Theses tel-03185694v1

An analysis of ambulatory blood pressure monitoring using multi-label classification

Khalida Douibi , Nesma Settouti , Mohammed Amine Chikh , Jesse Read , Mohamed Malik Benabid
Australasian Physical and Engineering Sciences in Medicine, 2019, 42 (1), pp.65-81. ⟨10.1007/s13246-018-0713-0⟩
Journal articles hal-03185589v1

Data stream classification using random feature functions and novel method combinations

Diego Marrón , Jesse Read , Albert Bifet , Nacho Navarro
Journal of Systems and Software, 2017, 127, pp.195 - 204. ⟨10.1016/j.jss.2016.06.009⟩
Journal articles hal-01689025v1

Scikit-Multiflow: A Multi-output Streaming Framework

Jacob Montiel , Jesse Read , Albert Bifet , Talel Abdessalem
Journal of Machine Learning Research, 2018, 19
Journal articles hal-02287993v1