François Petitjean

92 papers A* 7A 5B 5C 9Journal 56Unranked 9
YearRankTypeTitle / Venue / Authors
2023 J jnl
A Bayesian-inspired, deep learning-based, semi-supervised domain adaptation technique for land cover mapping.
Mach. Learn.
Benjamin Lucas, Charlotte Pelletier, Daniel F. Schmidt, Geoffrey I. Webb, François Petitjean
2023 A* conf
Computing Divergences between Discrete Decomposable Models.
AAAI
Loong Kuan Lee, Nico Piatkowski, François Petitjean, Geoffrey I. Webb
2023 J jnl
Elastic similarity and distance measures for multivariate time series.
Knowl. Inf. Syst.
Ahmed Shifaz, Charlotte Pelletier, François Petitjean, Geoffrey I. Webb
2023 — conf
ShapeDBA: Generating Effective Time Series Prototypes Using ShapeDTW Barycenter Averaging.
AALTD@ECML/PKDD
Ali Ismail-Fawaz, Hassan Ismail Fawaz, François Petitjean, Maxime Devanne, Jonathan Weber, Stefano Berretti, Geoffrey I. Webb, Germain Forestier
2023 J jnl
ShapeDBA: Generating Effective Time Series Prototypes using ShapeDTW Barycenter Averaging.
CoRR
Ali Ismail-Fawaz, Hassan Ismail Fawaz, François Petitjean, Maxime Devanne, Jonathan Weber, Stefano Berretti, Geoffrey I. Webb, Germain Forestier
2021 J jnl
Elastic Similarity Measures for Multivariate Time Series Classification.
CoRR
Ahmed Shifaz, Charlotte Pelletier, François Petitjean, Geoffrey I. Webb
2021 J jnl
Estimating Divergences in High Dimensions.
CoRR
Loong Kuan Lee, Nico Piatkowski, François Petitjean, Geoffrey I. Webb
2021 J jnl
Tight lower bounds for Dynamic Time Warping.
CoRR
Geoffrey I. Webb, François Petitjean
2021 J jnl
Tight lower bounds for dynamic time warping.
Pattern Recognit.
Geoffrey I. Webb, François Petitjean
2021 J jnl
Time series extrinsic regression.
Data Min. Knowl. Discov.
Chang Wei Tan, Christoph Bergmeir, François Petitjean, Geoffrey I. Webb
2020 J jnl
A Bayesian-inspired, deep learning, semi-supervised domain adaptation technique for land cover mapping.
CoRR
Benjamin Lucas, Charlotte Pelletier, Daniel F. Schmidt, Geoffrey I. Webb, François Petitjean
2020 J jnl
Bayesian network classifiers using ensembles and smoothing.
Knowl. Inf. Syst.
He Zhang, François Petitjean, Wray L. Buntine
2020 J jnl
Discriminative, Generative and Self-Supervised Approaches for Target-Agnostic Learning.
CoRR
Yuan Jin, Wray L. Buntine, François Petitjean, Geoffrey I. Webb
2020 J jnl
FastEE: Fast Ensembles of Elastic Distances for time series classification.
Data Min. Knowl. Discov.
Chang Wei Tan, François Petitjean, Geoffrey I. Webb
2020 — conf
Hierarchical Gradient Smoothing for Probability Estimation Trees.
PAKDD (1)
He Zhang, François Petitjean, Wray L. Buntine
2020 J jnl
InceptionTime: Finding AlexNet for time series classification.
Data Min. Knowl. Discov.
Hassan Ismail Fawaz, Benjamin Lucas, Germain Forestier, Charlotte Pelletier, Daniel F. Schmidt, Jonathan Weber, Geoffrey I. Webb, Lhassane Idoumghar, Pierre-Alain Muller, François Petitjean
2020 J jnl
Monash University, UEA, UCR Time Series Regression Archive.
CoRR
Chang Wei Tan, Christoph Bergmeir, François Petitjean, Geoffrey I. Webb
2020 B conf
No Cloud on the Horizon: Probabilistic Gap Filling in Satellite Image Series.
DSAA
Raphael Fischer, Nico Piatkowski, Charlotte Pelletier, Geoffrey I. Webb, François Petitjean, Katharina Morik
2020 J jnl
ROCKET: exceptionally fast and accurate time series classification using random convolutional kernels.
Data Min. Knowl. Discov.
Angus Dempster, François Petitjean, Geoffrey I. Webb
2020 B conf
Seasonal Averaged One-Dependence Estimators: A Novel Algorithm to Address Seasonal Concept Drift in High-Dimensional Stream Classification.
IJCNN
Rakshitha Godahewa, Trevor Yann, Christoph Bergmeir, François Petitjean
2020 J jnl
Seasonal Averaged One-Dependence Estimators: A Novel Algorithm to Address Seasonal Concept Drift in High-Dimensional Stream Classification.
CoRR
Rakshitha Godahewa, Trevor Yann, Christoph Bergmeir, François Petitjean
2020 J jnl
TS-CHIEF: a scalable and accurate forest algorithm for time series classification.
Data Min. Knowl. Discov.
Ahmed Shifaz, Charlotte Pelletier, François Petitjean, Geoffrey I. Webb
2020 J jnl
Time Series Regression.
CoRR
Chang Wei Tan, Christoph Bergmeir, François Petitjean, Geoffrey I. Webb
2020 C conf
Unsupervised Domain Adaptation Techniques for Classification of Satellite Image Time Series.
IGARSS
Benjamin Lucas, Charlotte Pelletier, Daniel F. Schmidt, Geoffrey I. Webb, François Petitjean
2019 B conf
Automatic Alignment of Surgical Videos Using Kinematic Data.
AIME
Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, François Petitjean, Lhassane Idoumghar, Pierre-Alain Muller
2019 J jnl
Automatic alignment of surgical videos using kinematic data.
CoRR
Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, François Petitjean, Lhassane Idoumghar, Pierre-Alain Muller
2019 J jnl
Available, but not accessible? Investigating publishers' e-lending licensing practices.
Inf. Res.
Rebecca Giblin, Jenny Kennedy, Kimberlee Weatherall, Daniel Gilbert, Julian Thomas, François Petitjean
2019 C conf
Deep Learning for the Classification of Sentinel-2 Image Time Series.
IGARSS
Charlotte Pelletier, Geoffrey I. Webb, François Petitjean
2019 A conf
Elastic bands across the path: A new framework and method to lower bound DTW.
SDM
Chang Wei Tan, François Petitjean, Geoffrey I. Webb
2019 — conf
Exploring Data Quantity Requirements for Domain Adaptation in the Classification of Satellite Image Time Series.
MultiTemp
Benjamin Lucas, Charlotte Pelletier, Jordi Inglada, Daniel F. Schmidt, Geoffrey I. Webb, François Petitjean
2019 J jnl
InceptionTime: Finding AlexNet for Time Series Classification.
CoRR
Hassan Ismail Fawaz, Benjamin Lucas, Germain Forestier, Charlotte Pelletier, Daniel F. Schmidt, Jonathan Weber, Geoffrey I. Webb, Lhassane Idoumghar, Pierre-Alain Muller, François Petitjean
2019 J jnl
Proximity Forest: an effective and scalable distance-based classifier for time series.
Data Min. Knowl. Discov.
Benjamin Lucas, Ahmed Shifaz, Charlotte Pelletier, Lachlan O'Neill, Nayyar Abbas Zaidi, Bart Goethals, François Petitjean, Geoffrey I. Webb
2019 J jnl
ROCKET: Exceptionally fast and accurate time series classification using random convolutional kernels.
CoRR
Angus Dempster, François Petitjean, Geoffrey I. Webb
2019 J jnl
TS-CHIEF: A Scalable and Accurate Forest Algorithm for Time Series Classification.
CoRR
Ahmed Shifaz, Charlotte Pelletier, François Petitjean, Geoffrey I. Webb
2019 J jnl
Temporal Convolutional Neural Network for the Classification of Satellite Image Time Series.
Remote. Sens.
Charlotte Pelletier, Geoffrey I. Webb, François Petitjean
2019 J jnl
Time series classification for varying length series.
CoRR
Chang Wei Tan, François Petitjean, Eamonn J. Keogh, Geoffrey I. Webb
2019 — conf
Using Sentinel-2 Image Time Series to map the State of Victoria, Australia.
MultiTemp
Charlotte Pelletier, Zehui Ji, Olivier Hagolle, Elizabeth Morse-McNabb, Kathryn Sheffield, Geoffrey I. Webb, François Petitjean
2019 J jnl
What can 100, 000 books tell us about the international public library e-lending landscape?
Inf. Res.
Rebecca Giblin, Jenny Kennedy, Charlotte Pelletier, Julian Thomas, Kimberlee Weatherall, François Petitjean
2018 — conf
A Left-to-Right Algorithm for Likelihood Estimation in Gamma-Poisson Factor Analysis.
ECML/PKDD (2)
Joan Capdevila, Jesús Cerquides, Jordi Torres, François Petitjean, Wray L. Buntine
2018 J jnl
Accurate parameter estimation for Bayesian network classifiers using hierarchical Dirichlet processes.
Mach. Learn.
François Petitjean, Wray L. Buntine, Geoffrey I. Webb, Nayyar Abbas Zaidi
2018 J jnl
Analyzing concept drift and shift from sample data.
Data Min. Knowl. Discov.
Geoffrey I. Webb, Loong Kuan Lee, Bart Goethals, François Petitjean
2018 A conf
Efficient and Effective Accelerated Hierarchical Higher-Order Logistic Regression for Large Data Quantities.
SDM
Nayyar Abbas Zaidi, François Petitjean, Geoffrey I. Webb
2018 A conf
Efficient search of the best warping window for Dynamic Time Warping.
SDM
Chang Wei Tan, Matthieu Herrmann, Germain Forestier, Geoffrey I. Webb, François Petitjean
2018 J jnl
Elastic bands across the path: A new framework and methods to lower bound DTW.
CoRR
Chang Wei Tan, François Petitjean, Geoffrey I. Webb
2018 J jnl
On the Inter-relationships among Drift rate, Forgetting rate, Bias/variance profile and Error.
CoRR
Nayyar Abbas Zaidi, Geoffrey I. Webb, François Petitjean, Germain Forestier
2018 J jnl
Optimizing dynamic time warping's window width for time series data mining applications.
Data Min. Knowl. Discov.
Hoang Anh Dau, Diego Furtado Silva, François Petitjean, Germain Forestier, Anthony J. Bagnall, Abdullah Mueen, Eamonn J. Keogh
2018 J jnl
Proximity Forest: An effective and scalable distance-based classifier for time series.
CoRR
Benjamin Lucas, Ahmed Shifaz, Charlotte Pelletier, Lachlan O'Neill, Nayyar Abbas Zaidi, Bart Goethals, François Petitjean, Geoffrey I. Webb
2018 J jnl
Surgical motion analysis using discriminative interpretable patterns.
Artif. Intell. Medicine
Germain Forestier, François Petitjean, Pavel Senin, Fabien Despinoy, Arnaud Huaulmé, Hassan Ismail Fawaz, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller, Pierre Jannin
2018 J jnl
Surgical skills: Can learning curves be computed from recordings of surgical activities?
Int. J. Comput. Assist. Radiol. Surg.
Germain Forestier, Laurent Riffaud, François Petitjean, Pierre-Louis Hénaux, Pierre Jannin
2018 J jnl
Temporal Convolutional Neural Network for the Classification of Satellite Image Time Series.
CoRR
Charlotte Pelletier, Geoffrey I. Webb, François Petitjean
2017 J jnl
Accurate parameter estimation for Bayesian Network Classifiers using Hierarchical Dirichlet Processes.
CoRR
François Petitjean, Wray L. Buntine, Geoffrey I. Webb, Nayyar Abbas Zaidi
2017 J jnl
Automatic matching of surgeries to predict surgeons' next actions.
Artif. Intell. Medicine
Germain Forestier, François Petitjean, Laurent Riffaud, Pierre Jannin
2017 B conf
Discovering Discriminative and Interpretable Patterns for Surgical Motion Analysis.
AIME
Germain Forestier, François Petitjean, Pavel Senin, Fabien Despinoy, Pierre Jannin
2017 J jnl
Efficient parameter learning of Bayesian network classifiers.
Mach. Learn.
Nayyar Abbas Zaidi, Geoffrey I. Webb, Mark James Carman, François Petitjean, Wray L. Buntine, Mike Hynes, Hans De Sterck
2017 J jnl
Finding discriminative and interpretable patterns in sequences of surgical activities.
Artif. Intell. Medicine
Germain Forestier, François Petitjean, Pavel Senin, Laurent Riffaud, Pierre-Louis Hénaux, Pierre Jannin
2017 A* conf
Generating Synthetic Time Series to Augment Sparse Datasets.
ICDM
Germain Forestier, François Petitjean, Hoang Anh Dau, Geoffrey I. Webb, Eamonn J. Keogh
2017 A conf
Indexing and classifying gigabytes of time series under time warping.
SDM
Chang Wei Tan, Geoffrey I. Webb, François Petitjean
2017 — conf
Judicious setting of Dynamic Time Warping's window width allows more accurate classification of time series.
IEEE BigData
Hoang Anh Dau, Diego Furtado Silva, François Petitjean, Germain Forestier, Anthony J. Bagnall, Eamonn J. Keogh
2017 J jnl
Understanding Concept Drift.
CoRR
Geoffrey I. Webb, Loong Kuan Lee, François Petitjean, Bart Goethals
2016 A* conf
A Multiple Test Correction for Streams and Cascades of Statistical Hypothesis Tests.
KDD
Geoffrey I. Webb, François Petitjean
2016 J jnl
ALR
Mach. Learn.
Nayyar Abbas Zaidi, Geoffrey I. Webb, Mark James Carman, François Petitjean, Jesús Cerquides
2016 J jnl
Characterizing concept drift.
Data Min. Knowl. Discov.
Geoffrey I. Webb, Roy Hyde, Hong Cao, Hai-Long Nguyen, François Petitjean
2016 J jnl
Faster and more accurate classification of time series by exploiting a novel dynamic time warping averaging algorithm.
Knowl. Inf. Syst.
François Petitjean, Germain Forestier, Geoffrey I. Webb, Ann E. Nicholson, Yanping Chen, Eamonn J. Keogh
2016 — conf
Preconditioning an Artificial Neural Network Using Naive Bayes.
PAKDD (1)
Nayyar Abbas Zaidi, François Petitjean, Geoffrey I. Webb
2016 A* conf
Scalable Learning of Graphical Models.
KDD
François Petitjean, Geoffrey I. Webb
2016 J jnl
Skopus: Mining top-k sequential patterns under leverage.
Data Min. Knowl. Discov.
François Petitjean, Tao Li, Nikolaj Tatti, Geoffrey I. Webb
2016 J jnl
Use of symbolic dynamic time warping in hierarchical clustering of urban fabric evolutions extracted from spatiotemporal topographic databases.
AI Commun.
Pierre Gançarski, Anne Puissant, François Petitjean
2015 J jnl
Characterizing Concept Drift.
CoRR
Geoffrey I. Webb, Roy Hyde, Hong Cao, Hai-Long Nguyen, François Petitjean
2015 J jnl
Deep Broad Learning - Big Models for Big Data.
CoRR
Nayyar Abbas Zaidi, Geoffrey I. Webb, Mark James Carman, François Petitjean
2015 J jnl
Exact discovery of the most interesting sequential patterns.
CoRR
Tao Li, Geoffrey I. Webb, François Petitjean
2015 B conf
Optimal Sub-Sequence Matching for the Automatic Prediction of Surgical Tasks.
AIME
Germain Forestier, François Petitjean, Laurent Riffaud, Pierre Jannin
2015 A conf
Scaling log-linear analysis to datasets with thousands of variables.
SDM
François Petitjean, Geoffrey I. Webb
2014 — ed.
1st ECML/PKDD Workshop on Statistically Sound Data Mining, SSDM 2014, held at ECML/PKDD 2014, Nancy, France, September 15, 2014
SSDM@ECML/PKDD
Wilhelmiina Hämäläinen, François Petitjean, Geoffrey I. Webb
2014 A* conf
A Statistically Efficient and Scalable Method for Log-Linear Analysis of High-Dimensional Data.
ICDM
François Petitjean, Lloyd Allison, Geoffrey I. Webb
2014 A* conf
Dynamic Time Warping Averaging of Time Series Allows Faster and More Accurate Classification.
ICDM
François Petitjean, Germain Forestier, Geoffrey I. Webb, Ann E. Nicholson, Yanping Chen, Eamonn J. Keogh
2014 J jnl
Efficient Satellite Image Time Series Analysis Under Time Warping.
IEEE Geosci. Remote. Sens. Lett.
François Petitjean, Jonathan Weber
2014 J jnl
Non-linear temporal scaling of surgical processes.
Artif. Intell. Medicine
Germain Forestier, François Petitjean, Laurent Riffaud, Pierre Jannin
2014 — conf
Preface to the 1st ECML/PKDD workshop on Statistically Sound Data Mining.
SSDM@ECML/PKDD
Wilhelmiina Hämäläinen, François Petitjean, Geoffrey I. Webb
2013 C conf
Detecting land-cover modifications from multi-resolution satellite image time series.
IGARSS
François Petitjean, Jordi Inglada, Pierre Gançarski
2013 A* conf
Scaling Log-Linear Analysis to High-Dimensional Data.
ICDM
François Petitjean, Geoffrey I. Webb, Ann E. Nicholson
2012 C conf
Introducing prior knowledge in temporal distances for Satellite Image Time Series analysis.
IGARSS
François Petitjean, Jordi Inglada, Pierre Gançarski
2012 C conf
Monitoring urban sprawl from Satellite Image Time Series.
IGARSS
François Petitjean, Anne Puissant, Pierre Gançarski
2012 J jnl
Satellite Image Time Series Analysis Under Time Warping.
IEEE Trans. Geosci. Remote. Sens.
François Petitjean, Jordi Inglada, Pierre Gançarski
2012 J jnl
Spatio-temporal reasoning for the classification of satellite image time series.
Pattern Recognit. Lett.
François Petitjean, Camille Kurtz, Nicolas Passat, Pierre Gançarski
2012 J jnl
Summarizing a set of time series by averaging: From Steiner sequence to compact multiple alignment.
Theor. Comput. Sci.
François Petitjean, Pierre Gançarski
2012 C conf
Towards efficient satellite image time series analysis: Combination of dynamic time warping and quasi-flat zones.
IGARSS
Jonathan Weber, François Petitjean, Pierre Gançarski
2011 C conf
A context-based approach for the classification of Satellite Image Time Series.
IGARSS
Camille Kurtz, François Petitjean, Pierre Gançarski
2011 J jnl
A global averaging method for dynamic time warping, with applications to clustering.
Pattern Recognit.
François Petitjean, Alain Ketterlin, Pierre Gançarski
2011 J jnl
Discovering Significant Evolution Patterns from Satellite Image Time Series.
Int. J. Neural Syst.
François Petitjean, Florent Masseglia, Pierre Gançarski, Germain Forestier
2011 — conf
Découverte de motifs d'évolutions significatifs dans les séries temporelles d'images satellites.
EGC
François Petitjean, Florent Masseglia, Pierre Gançarski
2011 C conf
Temporal domain adaptation under time warping.
IGARSS
François Petitjean, Jordi Inglada, Pierre Gançarski
2010 C conf
Analysing Satellite Image Time Series by Means of Pattern Mining.
IDEAL
François Petitjean, Pierre Gançarski, Florent Masseglia, Germain Forestier