Analysing Satellite Image Time Series by Means of Pattern Mining. - François Petitjean; Pierre Gançarski; Florent Masseglia; Germain Forestier (IDEAL, 2010)

Découverte de motifs d'évolutions significatifs dans les séries temporelles d'images satellites. - François Petitjean; Florent Masseglia; Pierre Gançarski (EGC, 2011)

A context-based approach for the classification of Satellite Image Time Series. - Camille Kurtz; François Petitjean; Pierre Gançarski (IGARSS, 2011)

Temporal domain adaptation under time warping. - François Petitjean; Jordi Inglada; Pierre Gançarski (IGARSS, 2011)

Discovering Significant Evolution Patterns from Satellite Image Time Series. - François Petitjean; Florent Masseglia; Pierre Gançarski; Germain Forestier (Int. J. Neural Syst., 2011)

A global averaging method for dynamic time warping, with applications to clustering. - François Petitjean; Alain Ketterlin; Pierre Gançarski (Pattern Recognit., 2011)

Introducing prior knowledge in temporal distances for Satellite Image Time Series analysis. - François Petitjean; Jordi Inglada; Pierre Gançarski (IGARSS, 2012)

Monitoring urban sprawl from Satellite Image Time Series. - François Petitjean; Anne Puissant; Pierre Gançarski (IGARSS, 2012)

Towards efficient satellite image time series analysis: Combination of dynamic time warping and quasi-flat zones. - Jonathan Weber; François Petitjean; Pierre Gançarski (IGARSS, 2012)

Spatio-temporal reasoning for the classification of satellite image time series. - François Petitjean; Camille Kurtz; Nicolas Passat; Pierre Gançarski (Pattern Recognit. Lett., 2012)

Summarizing a set of time series by averaging: From Steiner sequence to compact multiple alignment. - François Petitjean; Pierre Gançarski (Theor. Comput. Sci., 2012)

Satellite Image Time Series Analysis Under Time Warping. - François Petitjean; Jordi Inglada; Pierre Gançarski (IEEE Trans. Geosci. Remote. Sens., 2012)

Scaling Log-Linear Analysis to High-Dimensional Data. - François Petitjean; Geoffrey I. Webb; Ann E. Nicholson (ICDM, 2013)

Detecting land-cover modifications from multi-resolution satellite image time series. - François Petitjean; Jordi Inglada; Pierre Gançarski (IGARSS, 2013)

A Statistically Efficient and Scalable Method for Log-Linear Analysis of High-Dimensional Data. - François Petitjean; Lloyd Allison; Geoffrey I. Webb (ICDM, 2014)

Dynamic Time Warping Averaging of Time Series Allows Faster and More Accurate Classification. - François Petitjean; Germain Forestier; Geoffrey I. Webb; Ann E. Nicholson; Yanping Chen 005; Eamonn J. Keogh (ICDM, 2014)

Preface to the 1st ECML/PKDD workshop on Statistically Sound Data Mining. - Wilhelmiina Hämäläinen; François Petitjean; Geoffrey I. Webb (SSDM@ECML/PKDD, 2014)

Non-linear temporal scaling of surgical processes. - Germain Forestier; François Petitjean; Laurent Riffaud; Pierre Jannin (Artif. Intell. Medicine, 2014)

Efficient Satellite Image Time Series Analysis Under Time Warping. - François Petitjean; Jonathan Weber (IEEE Geosci. Remote. Sens. Lett., 2014)

Optimal Sub-Sequence Matching for the Automatic Prediction of Surgical Tasks. - Germain Forestier; François Petitjean; Laurent Riffaud; Pierre Jannin (AIME, 2015)

Scaling log-linear analysis to datasets with thousands of variables. - François Petitjean; Geoffrey I. Webb (SDM, 2015)

Exact discovery of the most interesting sequential patterns. - Tao Li; Geoffrey I. Webb; François Petitjean (CoRR, 2015)

Deep Broad Learning - Big Models for Big Data. - Nayyar Abbas Zaidi; Geoffrey I. Webb; Mark James Carman; François Petitjean (CoRR, 2015)

Scalable Learning of Graphical Models. - François Petitjean; Geoffrey I. Webb (KDD, 2016)

A Multiple Test Correction for Streams and Cascades of Statistical Hypothesis Tests. - Geoffrey I. Webb; François Petitjean (KDD, 2016)

Preconditioning an Artificial Neural Network Using Naive Bayes. - Nayyar Abbas Zaidi; François Petitjean; Geoffrey I. Webb (PAKDD (1), 2016)

Use of symbolic dynamic time warping in hierarchical clustering of urban fabric evolutions extracted from spatiotemporal topographic databases. - Pierre Gançarski; Anne Puissant; François Petitjean (AI Commun., 2016)

Skopus: Mining top-k sequential patterns under leverage. - François Petitjean; Tao Li; Nikolaj Tatti; Geoffrey I. Webb (Data Min. Knowl. Discov., 2016)

Characterizing concept drift. - Geoffrey I. Webb; Roy Hyde; Hong Cao; Hai-Long Nguyen; François Petitjean (Data Min. Knowl. Discov., 2016)

Faster and more accurate classification of time series by exploiting a novel dynamic time warping averaging algorithm. - François Petitjean; Germain Forestier; Geoffrey I. Webb; Ann E. Nicholson; Yanping Chen 005; Eamonn J. Keogh (Knowl. Inf. Syst., 2016)

ALRn: accelerated higher-order logistic regression. - Nayyar Abbas Zaidi; Geoffrey I. Webb; Mark James Carman; François Petitjean; Jesús Cerquides (Mach. Learn., 2016)

Discovering Discriminative and Interpretable Patterns for Surgical Motion Analysis. - Germain Forestier; François Petitjean; Pavel Senin; Fabien Despinoy; Pierre Jannin (AIME, 2017)

Judicious setting of Dynamic Time Warping's window width allows more accurate classification of time series. - Hoang Anh Dau; Diego Furtado Silva; François Petitjean; Germain Forestier; Anthony J. Bagnall; Eamonn J. Keogh (IEEE BigData, 2017)

Generating Synthetic Time Series to Augment Sparse Datasets. - Germain Forestier; François Petitjean; Hoang Anh Dau; Geoffrey I. Webb; Eamonn J. Keogh (ICDM, 2017)

Indexing and classifying gigabytes of time series under time warping. - Chang Wei Tan; Geoffrey I. Webb; François Petitjean (SDM, 2017)

Automatic matching of surgeries to predict surgeons' next actions. - Germain Forestier; François Petitjean; Laurent Riffaud; Pierre Jannin (Artif. Intell. Medicine, 2017)

Finding discriminative and interpretable patterns in sequences of surgical activities. - Germain Forestier; François Petitjean; Pavel Senin; Laurent Riffaud; Pierre-Louis Hénaux; Pierre Jannin (Artif. Intell. Medicine, 2017)

Understanding Concept Drift. - Geoffrey I. Webb; Loong Kuan Lee; François Petitjean; Bart Goethals (CoRR, 2017)

Efficient parameter learning of Bayesian network classifiers. - Nayyar Abbas Zaidi; Geoffrey I. Webb; Mark James Carman; François Petitjean; Wray L. Buntine; Mike Hynes; Hans De Sterck (Mach. Learn., 2017)

A Left-to-Right Algorithm for Likelihood Estimation in Gamma-Poisson Factor Analysis. - Joan Capdevila; Jesús Cerquides; Jordi Torres; François Petitjean; Wray L. Buntine (ECML/PKDD (2), 2018)

Efficient search of the best warping window for Dynamic Time Warping. - Chang Wei Tan; Matthieu Herrmann; Germain Forestier; Geoffrey I. Webb; François Petitjean (SDM, 2018)

Efficient and Effective Accelerated Hierarchical Higher-Order Logistic Regression for Large Data Quantities. - Nayyar Abbas Zaidi; François Petitjean; Geoffrey I. Webb (SDM, 2018)

Surgical motion analysis using discriminative interpretable patterns. - Germain Forestier; François Petitjean; Pavel Senin; Fabien Despinoy; Arnaud Huaulmé; Hassan Ismail Fawaz; Jonathan Weber; Lhassane Idoumghar; Pierre-Alain Muller; Pierre Jannin (Artif. Intell. Medicine, 2018)

Surgical skills: Can learning curves be computed from recordings of surgical activities? - Germain Forestier; Laurent Riffaud; François Petitjean; Pierre-Louis Hénaux; Pierre Jannin (Int. J. Comput. Assist. Radiol. Surg., 2018)

On the Inter-relationships among Drift rate, Forgetting rate, Bias/variance profile and Error. - Nayyar Abbas Zaidi; Geoffrey I. Webb; François Petitjean; Germain Forestier (CoRR, 2018)

Elastic bands across the path: A new framework and methods to lower bound DTW. - Chang Wei Tan; François Petitjean; Geoffrey I. Webb (CoRR, 2018)

Optimizing dynamic time warping's window width for time series data mining applications. - Hoang Anh Dau; Diego Furtado Silva; François Petitjean; Germain Forestier; Anthony J. Bagnall; Abdullah Mueen; Eamonn J. Keogh (Data Min. Knowl. Discov., 2018)

Analyzing concept drift and shift from sample data. - Geoffrey I. Webb; Loong Kuan Lee; Bart Goethals; François Petitjean (Data Min. Knowl. Discov., 2018)

Accurate parameter estimation for Bayesian network classifiers using hierarchical Dirichlet processes. - François Petitjean; Wray L. Buntine; Geoffrey I. Webb; Nayyar Abbas Zaidi (Mach. Learn., 2018)

Automatic Alignment of Surgical Videos Using Kinematic Data. - Hassan Ismail Fawaz; Germain Forestier; Jonathan Weber; François Petitjean; Lhassane Idoumghar; Pierre-Alain Muller (AIME, 2019)

Deep Learning for the Classification of Sentinel-2 Image Time Series. - Charlotte Pelletier; Geoffrey I. Webb; François Petitjean (IGARSS, 2019)

Exploring Data Quantity Requirements for Domain Adaptation in the Classification of Satellite Image Time Series. - Benjamin Lucas; Charlotte Pelletier; Jordi Inglada; Daniel F. Schmidt; Geoffrey I. Webb; François Petitjean (MultiTemp, 2019)

Using Sentinel-2 Image Time Series to map the State of Victoria, Australia. - Charlotte Pelletier; Zehui Ji; Olivier Hagolle; Elizabeth Morse-McNabb; Kathryn Sheffield; Geoffrey I. Webb; François Petitjean (MultiTemp, 2019)

Elastic bands across the path: A new framework and method to lower bound DTW. - Chang Wei Tan; François Petitjean; Geoffrey I. Webb (SDM, 2019)

Time series classification for varying length series. - Chang Wei Tan; François Petitjean; Eamonn J. Keogh; Geoffrey I. Webb (CoRR, 2019)

Proximity Forest: an effective and scalable distance-based classifier for time series. - Benjamin Lucas; Ahmed Shifaz; Charlotte Pelletier; Lachlan O'Neill; Nayyar Abbas Zaidi; Bart Goethals; François Petitjean; Geoffrey I. Webb (Data Min. Knowl. Discov., 2019)

What can 100, 000 books tell us about the international public library e-lending landscape? - Rebecca Giblin; Jenny Kennedy; Charlotte Pelletier; Julian Thomas; Kimberlee Weatherall; François Petitjean (Inf. Res., 2019)

Available, but not accessible? Investigating publishers' e-lending licensing practices. - Rebecca Giblin; Jenny Kennedy; Kimberlee Weatherall; Daniel Gilbert; Julian Thomas; François Petitjean (Inf. Res., 2019)

Temporal Convolutional Neural Network for the Classification of Satellite Image Time Series. - Charlotte Pelletier; Geoffrey I. Webb; François Petitjean (Remote. Sens., 2019)

No Cloud on the Horizon: Probabilistic Gap Filling in Satellite Image Series. - Raphael Fischer 001; Nico Piatkowski; Charlotte Pelletier; Geoffrey I. Webb; François Petitjean; Katharina Morik (DSAA, 2020)

Unsupervised Domain Adaptation Techniques for Classification of Satellite Image Time Series. - Benjamin Lucas; Charlotte Pelletier; Daniel F. Schmidt; Geoffrey I. Webb; François Petitjean (IGARSS, 2020)

Seasonal Averaged One-Dependence Estimators: A Novel Algorithm to Address Seasonal Concept Drift in High-Dimensional Stream Classification. - Rakshitha Godahewa; Trevor Yann; Christoph Bergmeir; François Petitjean (IJCNN, 2020)

Hierarchical Gradient Smoothing for Probability Estimation Trees. - He Zhang 010; François Petitjean; Wray L. Buntine (PAKDD (1), 2020)

A Bayesian-inspired, deep learning, semi-supervised domain adaptation technique for land cover mapping. - Benjamin Lucas; Charlotte Pelletier; Daniel F. Schmidt; Geoffrey I. Webb; François Petitjean (CoRR, 2020)

Monash University, UEA, UCR Time Series Regression Archive. - Chang Wei Tan; Christoph Bergmeir; François Petitjean; Geoffrey I. Webb (CoRR, 2020)

Time Series Regression. - Chang Wei Tan; Christoph Bergmeir; François Petitjean; Geoffrey I. Webb (CoRR, 2020)

Discriminative, Generative and Self-Supervised Approaches for Target-Agnostic Learning. - Yuan Jin; Wray L. Buntine; François Petitjean; Geoffrey I. Webb (CoRR, 2020)

ROCKET: exceptionally fast and accurate time series classification using random convolutional kernels. - Angus Dempster; François Petitjean; Geoffrey I. Webb (Data Min. Knowl. Discov., 2020)

InceptionTime: Finding AlexNet for time series classification. - Hassan Ismail Fawaz; Benjamin Lucas; Germain Forestier; Charlotte Pelletier; Daniel F. Schmidt; Jonathan Weber; Geoffrey I. Webb; Lhassane Idoumghar; Pierre-Alain Muller; François Petitjean (Data Min. Knowl. Discov., 2020)

TS-CHIEF: a scalable and accurate forest algorithm for time series classification. - Ahmed Shifaz; Charlotte Pelletier; François Petitjean; Geoffrey I. Webb (Data Min. Knowl. Discov., 2020)

FastEE: Fast Ensembles of Elastic Distances for time series classification. - Chang Wei Tan; François Petitjean; Geoffrey I. Webb (Data Min. Knowl. Discov., 2020)

Bayesian network classifiers using ensembles and smoothing. - He Zhang 010; François Petitjean; Wray L. Buntine (Knowl. Inf. Syst., 2020)

Appliances Energy Dataset. - Chang Wei Tan; Christoph Bergmeir; François Petitjean; Geoffrey I. Webb (Zenodo, 2020)

Monash, UEA & UCR Time Series Regression Datasets. - Chang Wei Tan; Christoph Bergmeir; François Petitjean; Geoffrey I. Webb (Zenodo, 2020)

Australia Rainfall Dataset. - Chang Wei Tan; Christoph Bergmeir; François Petitjean; Geoffrey I. Webb (Zenodo, 2020)

Beijing PM10 Dataset. - Chang Wei Tan; Christoph Bergmeir; François Petitjean; Geoffrey I. Webb (Zenodo, 2020)

Beijing PM2.5 Dataset. - Chang Wei Tan; Christoph Bergmeir; François Petitjean; Geoffrey I. Webb (Zenodo, 2020)

Benzene Concentration Dataset. - Chang Wei Tan; Christoph Bergmeir; François Petitjean; Geoffrey I. Webb (Zenodo, 2020)

BIDMC Heart Rate Dataset (32 seconds window). - Chang Wei Tan; Christoph Bergmeir; François Petitjean; Geoffrey I. Webb (Zenodo, 2020)

BIDMC Respiratory Rate Dataset (32 seconds window). - Chang Wei Tan; Christoph Bergmeir; François Petitjean; Geoffrey I. Webb (Zenodo, 2020)

BIDMC Blood Oxygen Saturation Dataset (32 seconds window). - Chang Wei Tan; Christoph Bergmeir; François Petitjean; Geoffrey I. Webb (Zenodo, 2020)

Covid-19 Death Rate Dataset. - Chang Wei Tan; Christoph Bergmeir; François Petitjean; Geoffrey I. Webb (Zenodo, 2020)

Flood Modeling Dataset 1. - Chang Wei Tan; Christoph Bergmeir; François Petitjean; Geoffrey I. Webb (Zenodo, 2020)

Flood Modeling Dataset 2. - Chang Wei Tan; Christoph Bergmeir; François Petitjean; Geoffrey I. Webb (Zenodo, 2020)

Flood Modeling Dataset 3. - Chang Wei Tan; Christoph Bergmeir; François Petitjean; Geoffrey I. Webb (Zenodo, 2020)

Household Active Power Consumption Dataset. - Chang Wei Tan; Christoph Bergmeir; François Petitjean; Geoffrey I. Webb (Zenodo, 2020)

Household Reactive Power Consumption Dataset. - Chang Wei Tan; Christoph Bergmeir; François Petitjean; Geoffrey I. Webb (Zenodo, 2020)

IEEEPPG Dataset. - Chang Wei Tan; Christoph Bergmeir; François Petitjean; Geoffrey I. Webb (Zenodo, 2020)

Live Fuel Moisture Content Dataset. - Chang Wei Tan; Christoph Bergmeir; François Petitjean; Geoffrey I. Webb (Zenodo, 2020)

News Headline Sentiment Dataset. - Chang Wei Tan; Christoph Bergmeir; François Petitjean; Geoffrey I. Webb (Zenodo, 2020)

News Title Sentiment Dataset. - Chang Wei Tan; Christoph Bergmeir; François Petitjean; Geoffrey I. Webb (Zenodo, 2020)

PPGDalia Dataset. - Chang Wei Tan; Christoph Bergmeir; François Petitjean; Geoffrey I. Webb (Zenodo, 2020)

BIDMC Heart Rate Dataset (32 seconds window). - Chang Wei Tan; Christoph Bergmeir; François Petitjean; Geoffrey I. Webb (Zenodo, 2020)

BIDMC Respiratory Rate Dataset (32 seconds window). - Chang Wei Tan; Christoph Bergmeir; François Petitjean; Geoffrey I. Webb (Zenodo, 2020)

BIDMC Blood Oxygen Saturation Dataset (32 seconds window). - Chang Wei Tan; Christoph Bergmeir; François Petitjean; Geoffrey I. Webb (Zenodo, 2020)

Live Fuel Moisture Content Dataset. - Chang Wei Tan; Christoph Bergmeir; François Petitjean; Geoffrey I. Webb (Zenodo, 2020)

Monash, UEA & UCR Time Series Regression Datasets. - Chang Wei Tan; Christoph Bergmeir; François Petitjean; Geoffrey I. Webb (Zenodo, 2020)

Elastic Similarity Measures for Multivariate Time Series Classification. - Ahmed Shifaz; Charlotte Pelletier; François Petitjean; Geoffrey I. Webb (CoRR, 2021)

Estimating Divergences in High Dimensions. - Loong Kuan Lee; Nico Piatkowski; François Petitjean; Geoffrey I. Webb (CoRR, 2021)

Time series extrinsic regression. - Chang Wei Tan; Christoph Bergmeir; François Petitjean; Geoffrey I. Webb (Data Min. Knowl. Discov., 2021)

Tight lower bounds for dynamic time warping. - Geoffrey I. Webb; François Petitjean (Pattern Recognit., 2021)

Computing Divergences between Discrete Decomposable Models. - Loong Kuan Lee; Nico Piatkowski; François Petitjean; Geoffrey I. Webb (AAAI, 2023)

ShapeDBA: Generating Effective Time Series Prototypes Using ShapeDTW Barycenter Averaging. - Ali Ismail-Fawaz; Hassan Ismail Fawaz; François Petitjean; Maxime Devanne; Jonathan Weber; Stefano Berretti; Geoffrey I. Webb; Germain Forestier (AALTD@ECML/PKDD, 2023)

Elastic similarity and distance measures for multivariate time series. - Ahmed Shifaz; Charlotte Pelletier; François Petitjean; Geoffrey I. Webb (Knowl. Inf. Syst., 2023)

A Bayesian-inspired, deep learning-based, semi-supervised domain adaptation technique for land cover mapping. - Benjamin Lucas; Charlotte Pelletier; Daniel F. Schmidt; Geoffrey I. Webb; François Petitjean (Mach. Learn., 2023)