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Research Output 2010 2019

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2019

Proximity Forest: an effective and scalable distance-based classifier for time series

Lucas, B., Shifaz, A., Pelletier, C., O’Neill, L., Zaidi, N., Goethals, B., Petitjean, F. & Webb, G. I., May 2019, In : Data Mining and Knowledge Discovery. 33, 3, p. 607-635 29 p.

Research output: Contribution to journalArticleResearchpeer-review

Temporal Convolutional Neural Network for the classification of satellite image time series

Pelletier, C., Webb, G. I. & Petitjean, F., 4 Mar 2019, In : Remote Sensing. 11, 5, 25 p., 523.

Research output: Contribution to journalArticleResearchpeer-review

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2018

Accurate parameter estimation for Bayesian network classifiers using hierarchical Dirichlet processes

Petitjean, F., Buntine, W., Webb, G. I. & Zaidi, N., Sep 2018, In : Machine Learning. 107, 8-10, p. 1303-1331 29 p.

Research output: Contribution to journalArticleResearchpeer-review

Analyzing concept drift and shift from sample data

Webb, G. I., Lee, L. K., Goethals, B. & Petitjean, F., Sep 2018, In : Data Mining and Knowledge Discovery. 32, 5, p. 1179-1199 21 p.

Research output: Contribution to journalArticleResearchpeer-review

Experiments with learning graphical models on text

Capdevila, J., Zhao, E., Petitjean, F. & Buntine, W. L., Oct 2018, In : Behaviormetrika. 45, 2, p. 363-387 25 p.

Research output: Contribution to journalArticleResearchpeer-review

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

Dau, H. A., Silva, D. F., Petitjean, F., Forestier, G., Bagnall, A., Mueen, A. & Keogh, E., Jul 2018, In : Data Mining and Knowledge Discovery. 32, 4, p. 1074-1120 47 p.

Research output: Contribution to journalArticleResearchpeer-review

Surgical motion analysis using discriminative interpretable patterns

Forestier, G., Petitjean, F., Senin, P., Despinoy, F., Huaulmé, A., Fawaz, H. I., Weber, J., Idoumghar, L., Muller, P. A. & Jannin, P., Sep 2018, In : Artificial Intelligence in Medicine. 91, p. 3-11 9 p.

Research output: Contribution to journalArticleResearchpeer-review

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

Forestier, G., Riffaud, L., Petitjean, F., Henaux, P. L. & Jannin, P., 2018, In : International Journal of Computer Assisted Radiology and Surgery. 13, 5, p. 629-636 8 p.

Research output: Contribution to journalArticleResearchpeer-review

2017

Automatic matching of surgeries to predict surgeons’ next actions

Forestier, G., Petitjean, F., Riffaud, L. & Jannin, P., 1 Sep 2017, In : Artificial Intelligence in Medicine. 81, p. 3-11 9 p.

Research output: Contribution to journalArticleResearchpeer-review

Efficient parameter learning of Bayesian network classifiers

Zaidi, N. A., Webb, G. I., Carman, M., Petitjean, F., Buntine, W., Hynes, M. & De Sterck, H., 2017, In : Machine Learning. 106, 9-10, p. 1289-1329 41 p.

Research output: Contribution to journalArticleResearchpeer-review

Finding discriminative and interpretable patterns in sequences of surgical activities

Forestier, G., Petitjean, F., Senin, P., Riffaud, L., Henaux, P. L. & Jannin, P., Oct 2017, In : Artificial Intelligence in Medicine. 82, p. 11-19 9 p.

Research output: Contribution to journalArticleResearchpeer-review

2016

ALRn: Accelerated higher-order logistic regression

Zaidi, N. A., Webb, G. I., Carman, M. J., Petitjean, F. & Cerquides, J., 1 Sep 2016, In : Machine Learning. 104, 2-3, p. 151-194 44 p.

Research output: Contribution to journalArticleResearchpeer-review

Characterizing concept drift

Webb, G. I., Hyde, R., Cao, H., Nguyen, H-L. & Petitjean, F., 1 Jul 2016, In : Data Mining and Knowledge Discovery. 30, 4, p. 964-994 31 p.

Research output: Contribution to journalArticleResearchpeer-review

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

Petitjean, F., Forestier, G., Webb, G. I., Nicholson, A. E., Chen, Y. & Keogh, E., 2016, In : Knowledge and Information Systems. 47, 1, p. 1 - 26 26 p.

Research output: Contribution to journalArticleResearchpeer-review

Skopus: Mining top-k sequential patterns under leverage

Petitjean, F., Li, T., Tatti, N. & Webb, G. I., 1 Sep 2016, In : Data Mining and Knowledge Discovery. 30, 5, p. 1086-1111 26 p.

Research output: Contribution to journalArticleResearchpeer-review

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

Gançarski, P., Puissant, A. & Petitjean, F., 2016, In : AI Communications. 29, 6, p. 733-746 14 p.

Research output: Contribution to journalArticleResearchpeer-review

2014

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

Petitjean, F., Inglada, J. & Gancarski, P., 2014, In : International Journal of Remote Sensing. 35, 7, p. 2693 - 2712 20 p.

Research output: Contribution to journalArticleResearchpeer-review

Efficient satellite image time series analysis under time warping

Petitjean, F. & Weber, J., 2014, In : IEEE Geoscience and Remote Sensing Letters. 11, 6, p. 1143 - 1147 5 p.

Research output: Contribution to journalArticleResearchpeer-review

Non-linear temporal scaling of surgical processes

Forestier, G., Petitjean, F., Riffaud, L. & Jannin, P., 2014, In : Artificial Intelligence in Medicine. 62, 3, p. 143 - 152 10 p.

Research output: Contribution to journalArticleResearchpeer-review

2012

Satellite image time series analysis under time warping

Petitjean, F., Inglada, J. & Gancarski, P., 2012, In : IEEE Transactions on Geoscience and Remote Sensing. 5, 8, p. 3081 - 3095 15 p.

Research output: Contribution to journalArticleResearchpeer-review

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

Petitjean, F., Kurtz, C., Passat, N. & Gancarski, P., 2012, In : Pattern Recognition Letters. 33, 13, p. 1805 - 1815 11 p.

Research output: Contribution to journalArticleResearchpeer-review

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

Petitjean, F. & Gancarski, P., 2012, In : Theoretical Computer Science. 414, 1, p. 76 - 91 16 p.

Research output: Contribution to journalArticleResearchpeer-review

2011

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

Petitjean, F., Ketterlin, A. & Gancarski, P., 2011, In : Pattern Recognition. 44, 3, p. 678 - 693 16 p.

Research output: Contribution to journalArticleResearchpeer-review

Discovering significant evolution patterns from satellite image time series

Petitjean, F., Masseglia, F., Gancarski, P. & Forestier, G., 2011, In : International Journal of Neural Systems. 21, 6, p. 475 - 489 15 p.

Research output: Contribution to journalArticleResearchpeer-review