HIVE-COTE 2.0: a new meta ensemble for time series classification
Middlehurst, Matthew, Large, James, Flynn, Michael, Lines, Jason, Bostrom, Aaron, Bagnall, Anthony
Published in Machine learning (01.12.2021)
Published in Machine learning (01.12.2021)
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Journal Article
The great multivariate time series classification bake off: a review and experimental evaluation of recent algorithmic advances
Ruiz, Alejandro Pasos, Flynn, Michael, Large, James, Middlehurst, Matthew, Bagnall, Anthony
Published in Data mining and knowledge discovery (01.03.2021)
Published in Data mining and knowledge discovery (01.03.2021)
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Journal Article
A review and evaluation of elastic distance functions for time series clustering
Holder, Christopher, Middlehurst, Matthew, Bagnall, Anthony
Published in Knowledge and information systems (01.02.2024)
Published in Knowledge and information systems (01.02.2024)
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Journal Article
On the Usage and Performance of the Hierarchical Vote Collective of Transformation-Based Ensembles Version 1.0 (HIVE-COTE v1.0)
Bagnall, Anthony, Flynn, Michael, Large, James, Lines, Jason, Middlehurst, Matthew
Published in Advanced Analytics and Learning on Temporal Data (2020)
Published in Advanced Analytics and Learning on Temporal Data (2020)
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Book Chapter
The Canonical Interval Forest (CIF) Classifier for Time Series Classification
Middlehurst, Matthew, Large, James, Bagnall, Anthony
Published in 2020 IEEE International Conference on Big Data (Big Data) (10.12.2020)
Published in 2020 IEEE International Conference on Big Data (Big Data) (10.12.2020)
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Conference Proceeding
The FreshPRINCE: A Simple Transformation Based Pipeline Time Series Classifier
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Paper
Journal Article
A tale of two toolkits, report the third: on the usage and performance of HIVE-COTE v1.0
Bagnall, Anthony, Flynn, Michael, Large, James, Lines, Jason, Middlehurst, Matthew
Published in arXiv.org (26.04.2023)
Published in arXiv.org (26.04.2023)
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Paper
Journal Article
The Canonical Interval Forest (CIF) Classifier for Time Series Classification
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Paper
Journal Article
Unsupervised Feature Based Algorithms for Time Series Extrinsic Regression
Guijo-Rubio, David, Middlehurst, Matthew, Arcencio, Guilherme, Silva, Diego Furtado, Bagnall, Anthony
Year of Publication 02.05.2023
Year of Publication 02.05.2023
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Journal Article
aeon: a Python toolkit for learning from time series
Middlehurst, Matthew, Ismail-Fawaz, Ali, Guillaume, Antoine, Holder, Christopher, Rubio, David Guijo, Bulatova, Guzal, Tsaprounis, Leonidas, Mentel, Lukasz, Walter, Martin, Schäfer, Patrick, Bagnall, Anthony
Year of Publication 20.06.2024
Year of Publication 20.06.2024
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Journal Article