François Petitjean

Publication Activity (10 Years)

Years Active: 2010-2023
Publications (10 Years): 68

Top Topics

Accurate Classification

Dynamic Time Warping

Bayesian Network Classifiers

Top Venues

Data Min. Knowl. Discov.

Publications

Ahmed Shifaz, Charlotte Pelletier, François Petitjean, Geoffrey I. Webb
Elastic similarity and distance measures for multivariate time series. Knowl. Inf. Syst. 65 (6) (2023)
Benjamin Lucas, Charlotte Pelletier, Daniel F. Schmidt, Geoffrey I. Webb, François Petitjean
A Bayesian-inspired, deep learning-based, semi-supervised domain adaptation technique for land cover mapping. Mach. Learn. 112 (6) (2023)
Ali Ismail-Fawaz, Hassan Ismail Fawaz, François Petitjean, Maxime Devanne, Jonathan Weber, Stefano Berretti, Geoffrey I. Webb, Germain Forestier
ShapeDBA: Generating Effective Time Series Prototypes using ShapeDTW Barycenter Averaging. CoRR (2023)
Ali Ismail-Fawaz, Hassan Ismail Fawaz, François Petitjean, Maxime Devanne, Jonathan Weber, Stefano Berretti, Geoffrey I. Webb, Germain Forestier
ShapeDBA: Generating Effective Time Series Prototypes Using ShapeDTW Barycenter Averaging. AALTD@ECML/PKDD (2023)
Loong Kuan Lee, Nico Piatkowski, François Petitjean, Geoffrey I. Webb
Computing Divergences between Discrete Decomposable Models. AAAI (2023)
Geoffrey I. Webb, François Petitjean
Tight lower bounds for dynamic time warping. Pattern Recognit. 115 (2021)
Chang Wei Tan, Christoph Bergmeir, François Petitjean, Geoffrey I. Webb
Time series extrinsic regression. Data Min. Knowl. Discov. 35 (3) (2021)
Loong Kuan Lee, Nico Piatkowski, François Petitjean, Geoffrey I. Webb
Estimating Divergences in High Dimensions. CoRR (2021)
Millicent Webber, Rebecca Giblin, Yanfang Ding, François Petitjean
Exploring the circulation of digital audiobooks: Australian library lending 2006-2017. Inf. Res. 26 (2) (2021)
Geoffrey I. Webb, François Petitjean
Tight lower bounds for Dynamic Time Warping. CoRR (2021)
Ahmed Shifaz, Charlotte Pelletier, François Petitjean, Geoffrey I. Webb
Elastic Similarity Measures for Multivariate Time Series Classification. CoRR (2021)
Rakshitha Godahewa, Trevor Yann, Christoph Bergmeir, François Petitjean
Seasonal Averaged One-Dependence Estimators: A Novel Algorithm to Address Seasonal Concept Drift in High-Dimensional Stream Classification. IJCNN (2020)
Benjamin Lucas, Charlotte Pelletier, Daniel F. Schmidt, Geoffrey I. Webb, François Petitjean
A Bayesian-inspired, deep learning, semi-supervised domain adaptation technique for land cover mapping. CoRR (2020)
Yuan Jin, Wray L. Buntine, François Petitjean, Geoffrey I. Webb
Discriminative, Generative and Self-Supervised Approaches for Target-Agnostic Learning. CoRR (2020)
Chang Wei Tan, Christoph Bergmeir, François Petitjean, Geoffrey I. Webb
Time Series Regression. CoRR (2020)
Chang Wei Tan, François Petitjean, Geoffrey I. Webb
FastEE: Fast Ensembles of Elastic Distances for time series classification. Data Min. Knowl. Discov. 34 (1) (2020)
Hassan Ismail Fawaz, Benjamin Lucas, Germain Forestier, Charlotte Pelletier, Daniel F. Schmidt, Jonathan Weber, Geoffrey I. Webb, Lhassane Idoumghar, Pierre-Alain Muller, François Petitjean
InceptionTime: Finding AlexNet for time series classification. Data Min. Knowl. Discov. 34 (6) (2020)
Angus Dempster, François Petitjean, Geoffrey I. Webb
ROCKET: exceptionally fast and accurate time series classification using random convolutional kernels. Data Min. Knowl. Discov. 34 (5) (2020)
He Zhang, François Petitjean, Wray L. Buntine
Bayesian network classifiers using ensembles and smoothing. Knowl. Inf. Syst. 62 (9) (2020)
Benjamin Lucas, Charlotte Pelletier, Daniel F. Schmidt, Geoffrey I. Webb, François Petitjean
Unsupervised Domain Adaptation Techniques for Classification of Satellite Image Time Series. IGARSS (2020)
Raphael Fischer, Nico Piatkowski, Charlotte Pelletier, Geoffrey I. Webb, François Petitjean, Katharina Morik
No Cloud on the Horizon: Probabilistic Gap Filling in Satellite Image Series. DSAA (2020)
He Zhang, François Petitjean, Wray L. Buntine
Hierarchical Gradient Smoothing for Probability Estimation Trees. PAKDD (1) (2020)
Rakshitha Godahewa, Trevor Yann, Christoph Bergmeir, François Petitjean
Seasonal Averaged One-Dependence Estimators: A Novel Algorithm to Address Seasonal Concept Drift in High-Dimensional Stream Classification. CoRR (2020)
Ahmed Shifaz, Charlotte Pelletier, François Petitjean, Geoffrey I. Webb
TS-CHIEF: a scalable and accurate forest algorithm for time series classification. Data Min. Knowl. Discov. 34 (3) (2020)
Chang Wei Tan, Christoph Bergmeir, François Petitjean, Geoffrey I. Webb
Monash University, UEA, UCR Time Series Regression Archive. CoRR (2020)
Rebecca Giblin, Jenny Kennedy, Charlotte Pelletier, Julian Thomas, Kimberlee Weatherall, François Petitjean
What can 100, 000 books tell us about the international public library e-lending landscape? Inf. Res. 24 (3) (2019)
Benjamin Lucas, Charlotte Pelletier, Jordi Inglada, Daniel F. Schmidt, Geoffrey I. Webb, François Petitjean
Exploring Data Quantity Requirements for Domain Adaptation in the Classification of Satellite Image Time Series. MultiTemp (2019)
Benjamin Lucas, Ahmed Shifaz, Charlotte Pelletier, Lachlan O'Neill, Nayyar Abbas Zaidi, Bart Goethals, François Petitjean, Geoffrey I. Webb
Proximity Forest: an effective and scalable distance-based classifier for time series. Data Min. Knowl. Discov. 33 (3) (2019)
Charlotte Pelletier, Geoffrey I. Webb, François Petitjean
Deep Learning for the Classification of Sentinel-2 Image Time Series. IGARSS (2019)
Charlotte Pelletier, Geoffrey I. Webb, François Petitjean
Temporal Convolutional Neural Network for the Classification of Satellite Image Time Series. Remote. Sens. 11 (5) (2019)
Angus Dempster, François Petitjean, Geoffrey I. Webb
ROCKET: Exceptionally fast and accurate time series classification using random convolutional kernels. CoRR (2019)
Ahmed Shifaz, Charlotte Pelletier, François Petitjean, Geoffrey I. Webb
TS-CHIEF: A Scalable and Accurate Forest Algorithm for Time Series Classification. CoRR (2019)
Hassan Ismail Fawaz, Benjamin Lucas, Germain Forestier, Charlotte Pelletier, Daniel F. Schmidt, Jonathan Weber, Geoffrey I. Webb, Lhassane Idoumghar, Pierre-Alain Muller, François Petitjean
InceptionTime: Finding AlexNet for Time Series Classification. CoRR (2019)
Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, François Petitjean, Lhassane Idoumghar, Pierre-Alain Muller
Automatic Alignment of Surgical Videos Using Kinematic Data. AIME (2019)
Chang Wei Tan, François Petitjean, Geoffrey I. Webb
Elastic bands across the path: A new framework and method to lower bound DTW. SDM (2019)
Charlotte Pelletier, Zehui Ji, Olivier Hagolle, Elizabeth Morse-McNabb, Kathryn Sheffield, Geoffrey I. Webb, François Petitjean
Using Sentinel-2 Image Time Series to map the State of Victoria, Australia. MultiTemp (2019)
Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, François Petitjean, Lhassane Idoumghar, Pierre-Alain Muller
Automatic alignment of surgical videos using kinematic data. CoRR (2019)
Rebecca Giblin, Jenny Kennedy, Kimberlee Weatherall, Daniel Gilbert, Julian Thomas, François Petitjean
Available, but not accessible? Investigating publishers' e-lending licensing practices. Inf. Res. 24 (3) (2019)
Chang Wei Tan, François Petitjean, Eamonn J. Keogh, Geoffrey I. Webb
Time series classification for varying length series. CoRR (2019)
Chang Wei Tan, François Petitjean, Geoffrey I. Webb
Elastic bands across the path: A new framework and methods to lower bound DTW. CoRR (2018)
Nayyar Abbas Zaidi, François Petitjean, Geoffrey I. Webb
Efficient and Effective Accelerated Hierarchical Higher-Order Logistic Regression for Large Data Quantities. SDM (2018)
Germain Forestier, François Petitjean, Pavel Senin, Fabien Despinoy, Arnaud Huaulmé, Hassan Ismail Fawaz, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller, Pierre Jannin
Surgical motion analysis using discriminative interpretable patterns. Artif. Intell. Medicine 91 (2018)
Charlotte Pelletier, Geoffrey I. Webb, François Petitjean
Temporal Convolutional Neural Network for the Classification of Satellite Image Time Series. CoRR (2018)
Geoffrey I. Webb, Loong Kuan Lee, Bart Goethals, François Petitjean
Analyzing concept drift and shift from sample data. Data Min. Knowl. Discov. 32 (5) (2018)
Hoang Anh Dau, Diego Furtado Silva, François Petitjean, Germain Forestier, Anthony J. Bagnall, Abdullah Mueen, Eamonn J. Keogh
Optimizing dynamic time warping's window width for time series data mining applications. Data Min. Knowl. Discov. 32 (4) (2018)
Nayyar Abbas Zaidi, Geoffrey I. Webb, François Petitjean, Germain Forestier
On the Inter-relationships among Drift rate, Forgetting rate, Bias/variance profile and Error. CoRR (2018)
Joan Capdevila, Jesús Cerquides, Jordi Torres, François Petitjean, Wray L. Buntine
A Left-to-Right Algorithm for Likelihood Estimation in Gamma-Poisson Factor Analysis. ECML/PKDD (2) (2018)
François Petitjean, Wray L. Buntine, Geoffrey I. Webb, Nayyar Abbas Zaidi
Accurate parameter estimation for Bayesian network classifiers using hierarchical Dirichlet processes. Mach. Learn. 107 (8-10) (2018)
Chang Wei Tan, Matthieu Herrmann, Germain Forestier, Geoffrey I. Webb, François Petitjean
Efficient search of the best warping window for Dynamic Time Warping. SDM (2018)
Benjamin Lucas, Ahmed Shifaz, Charlotte Pelletier, Lachlan O'Neill, Nayyar Abbas Zaidi, Bart Goethals, François Petitjean, Geoffrey I. Webb
Proximity Forest: An effective and scalable distance-based classifier for time series. CoRR (2018)
Germain Forestier, Laurent Riffaud, François Petitjean, Pierre-Louis Hénaux, Pierre Jannin
Surgical skills: Can learning curves be computed from recordings of surgical activities? Int. J. Comput. Assist. Radiol. Surg. 13 (5) (2018)
Nayyar Abbas Zaidi, Geoffrey I. Webb, Mark James Carman, François Petitjean, Wray L. Buntine, Mike Hynes, Hans De Sterck
Efficient parameter learning of Bayesian network classifiers. Mach. Learn. 106 (9-10) (2017)
Germain Forestier, François Petitjean, Pavel Senin, Laurent Riffaud, Pierre-Louis Hénaux, Pierre Jannin
Finding discriminative and interpretable patterns in sequences of surgical activities. Artif. Intell. Medicine 82 (2017)
Hoang Anh Dau, Diego Furtado Silva, François Petitjean, Germain Forestier, Anthony J. Bagnall, Eamonn J. Keogh
Judicious setting of Dynamic Time Warping's window width allows more accurate classification of time series. IEEE BigData (2017)
Chang Wei Tan, Geoffrey I. Webb, François Petitjean
Indexing and classifying gigabytes of time series under time warping. SDM (2017)
Germain Forestier, François Petitjean, Laurent Riffaud, Pierre Jannin
Automatic matching of surgeries to predict surgeons' next actions. Artif. Intell. Medicine 81 (2017)
François Petitjean, Wray L. Buntine, Geoffrey I. Webb, Nayyar Abbas Zaidi
Accurate parameter estimation for Bayesian Network Classifiers using Hierarchical Dirichlet Processes. CoRR (2017)
Germain Forestier, François Petitjean, Hoang Anh Dau, Geoffrey I. Webb, Eamonn J. Keogh
Generating Synthetic Time Series to Augment Sparse Datasets. ICDM (2017)
Geoffrey I. Webb, Loong Kuan Lee, François Petitjean, Bart Goethals
Understanding Concept Drift. CoRR (2017)
Germain Forestier, François Petitjean, Pavel Senin, Fabien Despinoy, Pierre Jannin
Discovering Discriminative and Interpretable Patterns for Surgical Motion Analysis. AIME (2017)
François Petitjean, Germain Forestier, Geoffrey I. Webb, Ann E. Nicholson, Yanping Chen, Eamonn J. Keogh
Faster and more accurate classification of time series by exploiting a novel dynamic time warping averaging algorithm. Knowl. Inf. Syst. 47 (1) (2016)
Nayyar Abbas Zaidi, Geoffrey I. Webb, Mark James Carman, François Petitjean, Jesús Cerquides
: accelerated higher-order logistic regression. Mach. Learn. 104 (2-3) (2016)
Geoffrey I. Webb, Roy Hyde, Hong Cao, Hai-Long Nguyen, François Petitjean
Characterizing concept drift. Data Min. Knowl. Discov. 30 (4) (2016)
Nayyar Abbas Zaidi, François Petitjean, Geoffrey I. Webb
Preconditioning an Artificial Neural Network Using Naive Bayes. PAKDD (1) (2016)
François Petitjean, Geoffrey I. Webb
Scalable Learning of Graphical Models. KDD (2016)
François Petitjean, Tao Li, Nikolaj Tatti, Geoffrey I. Webb
Skopus: Mining top-k sequential patterns under leverage. Data Min. Knowl. Discov. 30 (5) (2016)
Pierre Gançarski, Anne Puissant, François Petitjean
Use of symbolic dynamic time warping in hierarchical clustering of urban fabric evolutions extracted from spatiotemporal topographic databases. AI Commun. 29 (6) (2016)
Geoffrey I. Webb, François Petitjean
A Multiple Test Correction for Streams and Cascades of Statistical Hypothesis Tests. KDD (2016)
Germain Forestier, François Petitjean, Laurent Riffaud, Pierre Jannin
Optimal Sub-Sequence Matching for the Automatic Prediction of Surgical Tasks. AIME (2015)
Nayyar Abbas Zaidi, Geoffrey I. Webb, Mark James Carman, François Petitjean
Deep Broad Learning - Big Models for Big Data. CoRR (2015)
Tao Li, Geoffrey I. Webb, François Petitjean
Exact discovery of the most interesting sequential patterns. CoRR (2015)
François Petitjean, Geoffrey I. Webb
Scaling log-linear analysis to datasets with thousands of variables. SDM (2015)
Geoffrey I. Webb, Roy Hyde, Hong Cao, Hai-Long Nguyen, François Petitjean
Characterizing Concept Drift. CoRR (2015)
François Petitjean, Germain Forestier, Geoffrey I. Webb, Ann E. Nicholson, Yanping Chen, Eamonn J. Keogh
Dynamic Time Warping Averaging of Time Series Allows Faster and More Accurate Classification. ICDM (2014)
François Petitjean, Lloyd Allison, Geoffrey I. Webb
A Statistically Efficient and Scalable Method for Log-Linear Analysis of High-Dimensional Data. ICDM (2014)
Wilhelmiina Hämäläinen, François Petitjean, Geoffrey I. Webb
Preface to the 1st ECML/PKDD workshop on Statistically Sound Data Mining. SSDM@ECML/PKDD (2014)
François Petitjean, Jonathan Weber
Efficient Satellite Image Time Series Analysis Under Time Warping. IEEE Geosci. Remote. Sens. Lett. 11 (6) (2014)
Germain Forestier, François Petitjean, Laurent Riffaud, Pierre Jannin
Non-linear temporal scaling of surgical processes. Artif. Intell. Medicine 62 (3) (2014)
François Petitjean, Geoffrey I. Webb, Ann E. Nicholson
Scaling Log-Linear Analysis to High-Dimensional Data. ICDM (2013)
François Petitjean, Jordi Inglada, Pierre Gançarski
Detecting land-cover modifications from multi-resolution satellite image time series. IGARSS (2013)
François Petitjean, Pierre Gançarski
Summarizing a set of time series by averaging: From Steiner sequence to compact multiple alignment. Theor. Comput. Sci. 414 (1) (2012)
François Petitjean, Camille Kurtz, Nicolas Passat, Pierre Gançarski
Spatio-temporal reasoning for the classification of satellite image time series. Pattern Recognit. Lett. 33 (13) (2012)
François Petitjean, Jordi Inglada, Pierre Gançarski
Introducing prior knowledge in temporal distances for Satellite Image Time Series analysis. IGARSS (2012)
François Petitjean, Jordi Inglada, Pierre Gançarski
Satellite Image Time Series Analysis Under Time Warping. IEEE Trans. Geosci. Remote. Sens. 50 (8) (2012)
Jonathan Weber, François Petitjean, Pierre Gançarski
Towards efficient satellite image time series analysis: Combination of dynamic time warping and quasi-flat zones. IGARSS (2012)
François Petitjean, Anne Puissant, Pierre Gançarski
Monitoring urban sprawl from Satellite Image Time Series. IGARSS (2012)
François Petitjean, Florent Masseglia, Pierre Gançarski
Découverte de motifs d'évolutions significatifs dans les séries temporelles d'images satellites. EGC (2011)
Camille Kurtz, François Petitjean, Pierre Gançarski
A context-based approach for the classification of Satellite Image Time Series. IGARSS (2011)
François Petitjean, Alain Ketterlin, Pierre Gançarski
A global averaging method for dynamic time warping, with applications to clustering. Pattern Recognit. 44 (3) (2011)
François Petitjean, Florent Masseglia, Pierre Gançarski, Germain Forestier
Discovering Significant Evolution Patterns from Satellite Image Time Series. Int. J. Neural Syst. 21 (6) (2011)
François Petitjean, Jordi Inglada, Pierre Gançarski
Temporal domain adaptation under time warping. IGARSS (2011)
François Petitjean, Pierre Gançarski, Florent Masseglia, Germain Forestier
Analysing Satellite Image Time Series by Means of Pattern Mining. IDEAL (2010)