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
3202011
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
1532012
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
Data Mining (ICDM), 2014 IEEE International Conference on, 470-479, 2014
1112014
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
652012
Characterizing concept drift
GI Webb, R Hyde, H Cao, HL Nguyen, F Petitjean
Data Mining and Knowledge Discovery 30 (4), 964-994, 2016
642016
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
462012
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
432016
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
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
182011
Efficient satellite image time series analysis under time warping
F Petitjean, J Weber
IEEE Geoscience and Remote Sensing Letters 11 (6), 1143-1147, 2014
172014
Scaling log-linear analysis to high-dimensional data
F Petitjean, GI Webb, AE Nicholson
Data Mining (ICDM), 2013 IEEE 13th International Conference on, 597-606, 2013
142013
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
112016
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
112014
Clustering of satellite image time series under time warping
F Petitjean, J Inglada, P Gançarskv
Analysis of Multi-temporal Remote Sensing Images (Multi-Temp), 2011 6th …, 2011
112011
Generating synthetic time series to augment sparse datasets
G Forestier, F Petitjean, HA Dau, GI Webb, E Keogh
Data Mining (ICDM), 2017 IEEE International Conference on, 865-870, 2017
102017
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
92017
Efficient parameter learning of Bayesian network classifiers
NA Zaidi, GI Webb, MJ Carman, F Petitjean, W Buntine, M Hynes, ...
Machine Learning 106 (9-10), 1289-1329, 2017
8*2017
Automatic matching of surgeries to predict surgeons’ next actions
G Forestier, F Petitjean, L Riffaud, P Jannin
Artificial intelligence in medicine 81, 3-11, 2017
82017
ALRn: accelerated higher-order logistic regression
NA Zaidi, GI Webb, MJ Carman, F Petitjean, J Cerquides
Machine Learning 104 (2-3), 151-194, 2016
82016
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
82016
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