François Petitjean

发表

Faster and more accurate classification of time series by exploiting a novel dynamic time warping averaging algorithm

Geoffrey I. Webb, Germain Forestier, Ann E. Nicholson, 2015, Knowledge and Information Systems.

Geoffrey I. Webb, François Petitjean, 2016, KDD.

Use of symbolic dynamic time warping in hierarchical clustering of urban fabric evolutions extracted from spatiotemporal topographic databases

Pierre Gançarski, François Petitjean, Anne Puissant, 2016, AI Commun..

Scaling Log-Linear Analysis to High-Dimensional Data

Geoffrey I. Webb, Ann E. Nicholson, François Petitjean, 2013, 2013 IEEE 13th International Conference on Data Mining.

Finding discriminative and interpretable patterns in sequences of surgical activities

Germain Forestier, Pierre Jannin, Pavel Senin, 2017, Artif. Intell. Medicine.

Accurate parameter estimation for Bayesian network classifiers using hierarchical Dirichlet processes

Geoffrey I. Webb, Wray L. Buntine, François Petitjean, 2017, Machine Learning.

Satellite Image Time Series Analysis Under Time Warping

François Petitjean, Jonathan Weber, J. Weber, 2014, IEEE Transactions on Geoscience and Remote Sensing.

A Multiple Test Correction for Streams and Cascades of Statistical Hypothesis Tests

Geoffrey I. Webb, François Petitjean, F. Petitjean, 2016, KDD.

Towards efficient satellite image time series analysis: Combination of dynamic time warping and quasi-flat zones

Pierre Gançarski, François Petitjean, Jonathan Weber, 2012, 2012 IEEE International Geoscience and Remote Sensing Symposium.

Detecting land-cover modifications from multi-resolution satellite image time series

Pierre Gançarski, Jordi Inglada, François Petitjean, 2013, 2013 IEEE International Geoscience and Remote Sensing Symposium - IGARSS.

Analysing Satellite Image Time Series by Means of Pattern Mining

Germain Forestier, Pierre Gançarski, Florent Masseglia, 2010, IDEAL.

Surgical skills: Can learning curves be computed from recordings of surgical activities?

Germain Forestier, Pierre Jannin, François Petitjean, 2018, International Journal of Computer Assisted Radiology and Surgery.

A context-based approach for the classification of Satellite Image Time Series

Pierre Gançarski, François Petitjean, Camille Kurtz, 2011, 2011 IEEE International Geoscience and Remote Sensing Symposium.

Elastic bands across the path: A new framework and methods to lower bound DTW pdf

Geoffrey I. Webb, François Petitjean, Chang Wei Tan, 2018, SDM.

A Statistically Efficient and Scalable Method for Log-Linear Analysis of High-Dimensional Data

Geoffrey I. Webb, Lloyd Allison, François Petitjean, 2014, 2014 IEEE International Conference on Data Mining.

On the Inter-relationships among Drift rate, Forgetting rate, Bias/variance profile and Error pdf

Geoffrey I. Webb, Germain Forestier, François Petitjean, 2018, ArXiv.

Non-linear temporal scaling of surgical processes

Germain Forestier, Pierre Jannin, François Petitjean, 2014, Artif. Intell. Medicine.

Temporal Convolutional Neural Network for the Classification of Satellite Image Time Series pdf

Geoffrey I. Webb, François Petitjean, Charlotte Pelletier, 2018, Remote. Sens..

Optimal Sub-Sequence Matching for the Automatic Prediction of Surgical Tasks

Germain Forestier, Pierre Jannin, François Petitjean, 2015, AIME.

A Left-to-Right Algorithm for Likelihood Estimation in Gamma-Poisson Factor Analysis

Jordi Torres, Wray L. Buntine, François Petitjean, 2018, ECML/PKDD.

Automatic matching of surgeries to predict surgeons' next actions

Germain Forestier, Pierre Jannin, François Petitjean, 2017, Artif. Intell. Medicine.

Spatio-temporal reasoning for the classification of satellite image time series

Nicolas Passat, Pierre Gançarski, François Petitjean, 2012, Pattern Recognit. Lett..

Monitoring urban sprawl from Satellite Image Time Series

Pierre Gançarski, François Petitjean, Anne Puissant, 2012, 2012 IEEE International Geoscience and Remote Sensing Symposium.

Experiments with learning graphical models on text

Wray L. Buntine, Wray Buntine, François Petitjean, 2018 .

Discovering Significant Evolution Patterns from Satellite Image Time Series

Germain Forestier, Pierre Gançarski, Florent Masseglia, 2011, Int. J. Neural Syst..

Efficient and Effective Accelerated Hierarchical Higher-Order Logistic Regression for Large Data Quantities

Geoffrey I. Webb, François Petitjean, Nayyar A. Zaidi, 2018, SDM.

Tamping Effectiveness Prediction Using Supervised Machine Learning Techniques

Geoffrey I. Webb, François Petitjean, Chang Wei Tan, 2018 .

Deep Broad Learning - Big Models for Big Data pdf

Geoffrey I. Webb, Mark James Carman, François Petitjean, 2015, ArXiv.

Skopus: Mining top-k sequential patterns under leverage

Tao Li, Geoffrey I. Webb, François Petitjean, 2015, Data Mining and Knowledge Discovery.

Judicious setting of Dynamic Time Warping's window width allows more accurate classification of time series

Germain Forestier, Eamonn J. Keogh, Hoang Anh Dau, 2017, 2017 IEEE International Conference on Big Data (Big Data).

Optimizing dynamic time warping’s window width for time series data mining applications

Germain Forestier, Eamonn J. Keogh, Hoang Anh Dau, 2018, Data Mining and Knowledge Discovery.

Indexing and classifying gigabytes of time series under time warping

Geoffrey I. Webb, François Petitjean, Chang Wei Tan, 2017, SDM.

Discovering Discriminative and Interpretable Patterns for Surgical Motion Analysis

Germain Forestier, Pierre Jannin, Pavel Senin, 2017, AIME.

Analyzing concept drift and shift from sample data

Geoffrey I. Webb, Bart Goethals, François Petitjean, 2018, Data Mining and Knowledge Discovery.

A global averaging method for dynamic time warping, with applications to clustering

Pierre Gançarski, François Petitjean, Alain Ketterlin, 2011, Pattern Recognit..

Efficient search of the best warping window for Dynamic Time Warping

Geoffrey I. Webb, Germain Forestier, François Petitjean, 2018, SDM.

Découverte de motifs d'évolutions significatifs dans les séries temporelles d'images satellites

Pierre Gançarski, Florent Masseglia, François Petitjean, 2011, EGC.

Characterizing concept drift

Geoffrey I. Webb, Hong Cao, François Petitjean, 2015, Data Mining and Knowledge Discovery.

Understanding Concept Drift pdf

Geoffrey I. Webb, Bart Goethals, François Petitjean, 2017, ArXiv.

Efficient parameter learning of Bayesian network classifiers

Geoffrey I. Webb, Hans De Sterck, Wray L. Buntine, 2017, Machine Learning.

Summarizing a set of time series by averaging: From Steiner sequence to compact multiple alignment

Pierre Gançarski, François Petitjean, P. Gançarski, 2012, Theor. Comput. Sci..

Preconditioning an Artificial Neural Network Using Naive Bayes

Geoffrey I. Webb, François Petitjean, Nayyar A. Zaidi, 2016, PAKDD.

Scaling log-linear analysis to datasets with thousands of variables

Geoffrey I. Webb, François Petitjean, F. Petitjean, 2015, SDM.

Preface to the 1st ECML/PKDD workshop on Statistically Sound Data Mining

Geoffrey I. Webb, Wilhelmiina Hämäläinen, François Petitjean, 2014, SSDM@ECML/PKDD.

Introducing prior knowledge in temporal distances for Satellite Image Time Series analysis

Pierre Gançarski, Jordi Inglada, François Petitjean, 2012, 2012 IEEE International Geoscience and Remote Sensing Symposium.

Generating Synthetic Time Series to Augment Sparse Datasets

Geoffrey I. Webb, Germain Forestier, Eamonn J. Keogh, 2017, 2017 IEEE International Conference on Data Mining (ICDM).

$$\text {ALR}^n$$ALRn: accelerated higher-order logistic regression

Geoffrey I. Webb, Mark James Carman, François Petitjean, 2016, Machine Learning.

Assessing the quality of temporal high-resolution classifications with low-resolution satellite image time series

Pierre Gançarski, Jordi Inglada, François Petitjean, 2014 .

Temporal domain adaptation under time warping

Pierre Gançarski, Jordi Inglada, François Petitjean, 2011, 2011 IEEE International Geoscience and Remote Sensing Symposium.

Spatial Evolution of Urban Fabrics Extracted from Spatiotemporal Topographic Database using Symbolic Dynamic Time Warping

Pierre Gançarski, François Petitjean, Anne Puissant, 2016 .