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François Petitjean
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Year
A global averaging method for dynamic time warping, with applications to clustering
F Petitjean, A Ketterlin, P Gançarski
Pattern recognition 44 (3), 678-693, 2011
8142011
Characterizing concept drift
GI Webb, R Hyde, H Cao, HL Nguyen, F Petitjean
Data Mining and Knowledge Discovery 30 (4), 964-994, 2016
3282016
Inceptiontime: Finding alexnet for time series classification
H Ismail Fawaz, B Lucas, G Forestier, C Pelletier, DF Schmidt, J Weber, ...
Data Mining and Knowledge Discovery 34 (6), 1936-1962, 2020
3192020
Satellite image time series analysis under time warping
F Petitjean, J Inglada, P Gançarski
IEEE transactions on geoscience and remote sensing 50 (8), 3081-3095, 2012
3072012
Dynamic time warping averaging of time series allows faster and more accurate classification
F Petitjean, G Forestier, GI Webb, AE Nicholson, Y Chen, E Keogh
2014 IEEE international conference on data mining, 470-479, 2014
2462014
Temporal convolutional neural network for the classification of satellite image time series
C Pelletier, GI Webb, F Petitjean
Remote Sensing 11 (5), 523, 2019
2452019
ROCKET: exceptionally fast and accurate time series classification using random convolutional kernels
A Dempster, F Petitjean, GI Webb
Data Mining and Knowledge Discovery 34 (5), 1454-1495, 2020
1842020
Faster and more accurate classification of time series by exploiting a novel dynamic time warping averaging algorithm
F Petitjean, G Forestier, GI Webb, AE Nicholson, Y Chen, E Keogh
Knowledge and Information Systems 47 (1), 1-26, 2016
1132016
Spatio-temporal reasoning for the classification of satellite image time series
F Petitjean, C Kurtz, N Passat, P Gançarski
Pattern Recognition Letters 33 (13), 1805-1815, 2012
1082012
Generating synthetic time series to augment sparse datasets
G Forestier, F Petitjean, HA Dau, GI Webb, E Keogh
2017 IEEE international conference on data mining (ICDM), 865-870, 2017
952017
Summarizing a set of time series by averaging: From Steiner sequence to compact multiple alignment
F Petitjean, P Gançarski
Theoretical Computer Science 414 (1), 76-91, 2012
942012
Proximity forest: an effective and scalable distance-based classifier for time series
B Lucas, A Shifaz, C Pelletier, L O’Neill, N Zaidi, B Goethals, F Petitjean, ...
Data Mining and Knowledge Discovery 33 (3), 607-635, 2019
912019
TS-CHIEF: a scalable and accurate forest algorithm for time series classification
A Shifaz, C Pelletier, F Petitjean, GI Webb
Data Mining and Knowledge Discovery 34 (3), 742-775, 2020
832020
Analyzing concept drift and shift from sample data
GI Webb, LK Lee, B Goethals, F Petitjean
Data Mining and Knowledge Discovery 32 (5), 1179-1199, 2018
652018
Optimizing dynamic time warping’s window width for time series data mining applications
HA Dau, DF Silva, F Petitjean, G Forestier, A Bagnall, A Mueen, E Keogh
Data mining and knowledge discovery 32 (4), 1074-1120, 2018
582018
Indexing and classifying gigabytes of time series under time warping
CW Tan, GI Webb, F Petitjean
Proceedings of the 2017 SIAM international conference on data mining, 282-290, 2017
482017
Understanding concept drift
GI Webb, LK Lee, F Petitjean, B Goethals
arXiv preprint arXiv:1704.00362, 2017
472017
Efficient satellite image time series analysis under time warping
F Petitjean, J Weber
IEEE Geoscience and Remote Sensing Letters 11 (6), 1143-1147, 2014
472014
Skopus: Mining top-k sequential patterns under leverage
F Petitjean, T Li, N Tatti, GI Webb
Data Mining and Knowledge Discovery 30 (5), 1086-1111, 2016
402016
Surgical motion analysis using discriminative interpretable patterns
G Forestier, F Petitjean, P Senin, F Despinoy, A Huaulmé, HI Fawaz, ...
Artificial intelligence in medicine 91, 3-11, 2018
372018
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