François Petitjean
TitleCited byYear
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
3882011
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
1762012
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
1412014
Characterizing concept drift
GI Webb, R Hyde, H Cao, HL Nguyen, F Petitjean
Data Mining and Knowledge Discovery 30 (4), 964-994, 2016
932016
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
742012
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
612016
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
582012
Analysing satellite image time series by means of pattern mining
F Petitjean, P Gançarski, F Masseglia, G Forestier
International Conference on Intelligent Data Engineering and Automated …, 2010
292010
Efficient satellite image time series analysis under time warping
F Petitjean, J Weber
IEEE Geoscience and Remote Sensing Letters 11 (6), 1143-1147, 2014
242014
Discovering significant evolution patterns from satellite image time series
F Petitjean, F Masseglia, P Gançarski, G Forestier
International journal of neural systems 21 (06), 475-489, 2011
192011
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
182017
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
182016
Scaling log-linear analysis to high-dimensional data
F Petitjean, GI Webb, AE Nicholson
2013 IEEE 13th International Conference on Data Mining, 597-606, 2013
162013
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
152017
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
132019
Assessing the quality of temporal high-resolution classifications with low-resolution satellite image time series
F Petitjean, J Inglada, P Gancarski
International journal of remote sensing 35 (7), 2693-2712, 2014
132014
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
122018
Judicious setting of Dynamic Time Warping's window width allows more accurate classification of time series
HA Dau, DF Silva, F Petitjean, G Forestier, A Bagnall, E Keogh
2017 IEEE International Conference on Big Data (Big Data), 917-922, 2017
122017
ALRn: accelerated higher-order logistic regression
NA Zaidi, GI Webb, MJ Carman, F Petitjean, J Cerquides
Machine Learning 104 (2-3), 151-194, 2016
122016
A multiple test correction for streams and cascades of statistical hypothesis tests
GI Webb, F Petitjean
Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge …, 2016
122016
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