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Research Output

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Conference Paper
2019

A left-to-right algorithm for likelihood estimation in gamma-poisson factor analysis

Capdevila, J., Cerquides, J., Torres, J., Petitjean, F. & Buntine, W., 2019, Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2018 Dublin, Ireland, September 10–14, 2018 Proceedings, Part II. Berlingerio, M., Bonchi, F., Gärtner, T., Hurley, N. & Ifrim, G. (eds.). Cham Switzerland: Springer, p. 638-654 17 p. (Lecture Notes in Computer Science ; vol. 11052 ).

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

1 Citation (Scopus)

Automatic alignment of surgical videos using kinematic data

Ismail Fawaz, H., Forestier, G., Weber, J., Petitjean, F., Idoumghar, L. & Muller, P. A., 2019, Artificial Intelligence in Medicine: 17th Conference on Artificial Intelligence in Medicine, AIME 2019 Poznan, Poland, June 26–29, 2019 Proceedings. Riaño, D., Wilk, S. & ten Teije, A. (eds.). Cham Switzerland: Springer, p. 104-113 10 p. (Lecture Notes in Computer Science ; vol. 11526 ).

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

Elastic bands across the path: a new framework and method to lower bound DTW

Tan, C. W., Petitjean, F. & Webb, G. I., 2019, Proceedings of the 2019 SIAM International Conference on Data Mining. Berger-Wolf, T. & Chawla, N. (eds.). Philadelphia PA USA: Society for Industrial & Applied Mathematics (SIAM), p. 522-530 9 p.

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

3 Citations (Scopus)

Exploring data quantity requirements for Domain Adaptation in the classification of satellite image time series

Lucas, B., Pelletier, C., Inglada, J., Schmidt, D., Webb, G. I. & Petitjean, F., 2019, MultiTemp 2019, 10th International Workshop on the Analysis of Multitemporal Remote Sensing Images, August 5-7, 2019 – Shanghai, China. Bovolo, F. & Liu, S. (eds.). Piscataway NJ USA: IEEE, Institute of Electrical and Electronics Engineers, 4 p. 8866898

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearch

Using Sentinel-2 image time series to map the State of Victoria, Australia

Pelletier, C., Ji, Z., Hagolle, O., Morse-McNabb, E., Sheffield, K., Webb, G. I. & Petitjean, F., 2019, 2019 10th International Workshop on the Analysis of Multitemporal Remote Sensing Images (MultiTemp 2019). Bovolo, F. & Liu, S. (eds.). Piscataway NJ USA: IEEE, Institute of Electrical and Electronics Engineers, p. 13-16 4 p. 8866921

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearch

2018

Efficient and effective accelerated hierarchical higher-order logistic regression for large data quantities

Zaidi, N. A., Petitjean, F. & Webb, G. I., 2018, 2018 SIAM International Conference on Data Mining, SDM 2018: San Diego Marriott Mission Valley San Diego, California USA May 3-5, 2018. Ester, M. & Pedreschi, D. (eds.). Philadelphia PA USA: Society for Industrial & Applied Mathematics (SIAM), p. 459-467 9 p.

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

Efficient search of the best warping window for Dynamic time Warping

Tan, C. W., Herrmann, M., Forestier, G., Webb, G. I. & Petitjean, F., 2018, 2018 SIAM International Conference on Data Mining, SDM 2018: San Diego Marriott Mission Valley San Diego, California USA May 3-5, 2018. Ester, M. & Pedreschi, D. (eds.). Philadelphia PA USA: Society for Industrial & Applied Mathematics (SIAM), p. 225-233 9 p.

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

11 Citations (Scopus)

Tamping effectiveness prediction using supervised machine learning techniques

Tan, C. W., Webb, G. I., Petitjean, F. & Reichl, P., 2018, ICRT 2017 - Railway Development, Operations, and Maintenance: Proceedings of the First International Conference on Rail Transportation 2017 - July 10–12, 2017 Chengdu, Sichuan Province, China. Zhai, W. & Wang, K. C. P. (eds.). Reston Virginia USA: American Society of Civil Engineers, p. 1010-1023 14 p.

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearch

2017

Discovering discriminative and interpretable patterns for surgical motion analysis

Forestier, G., Petitjean, F., Senin, P., Despinoy, F. & Jannin, P., 2017, Artificial Intelligence in Medicine : 16th Conference on Artificial Intelligence in Medicine, AIME 2017, Vienna, Austria, June 21–24, 2017, Proceedings. Teije, A. T., Holmes, J. H., Popow, C. & Sacchi, L. (eds.). Cham, Switzerland: Springer, p. 136-145 10 p. (Lecture Notes in Artificial Intelligence; vol. 10259 ).

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

8 Citations (Scopus)

Generating synthetic time series to augment sparse datasets

Forestier, G., Petitjean, F., Dau, H. A., Webb, G. I. & Keogh, E., 15 Dec 2017, Proceedings: 17th IEEE International Conference on Data Mining. Raghavan, V., Aluru, S., Karypis, G., Miele, L. & Wu, X. (eds.). Piscataway NJ USA: IEEE, Institute of Electrical and Electronics Engineers, p. 865-870 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

17 Citations (Scopus)

Indexing and classifying gigabytes of time series under time warping

Tan, C. W., Webb, G. I. & Petitjean, F., 1 Jan 2017, Proceedings of the 17th SIAM International Conference on Data Mining: Houston, Texas, USA, 27 – 29 April , 2017. Chawla, N. & Wang, W. (eds.). Philadelphia, PA: Society for Industrial & Applied Mathematics (SIAM), p. 282-290 9 p.

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

14 Citations (Scopus)

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

Dau, H. A., Silva, D. F., Petitjean, F., Forestier, G., Bagnall, A. & Keogh, E., 2017, Proceedings - 2017 IEEE International Conference on Big Data: Dec 11- 14, 2017 • Boston, MA, USA. Nie, J-Y., Obradovic, Z., Suzumura, T., Ghosh, R., Nambiar, R., Wang, C., Zang, H., Baeza-Yates, R., Hu, X., Kepner, J., Cuzzocrea, A., Tang, J. & Toyoda, M. (eds.). Piscataway NJ USA: IEEE, Institute of Electrical and Electronics Engineers, p. 917-922 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

2016

A multiple test correction for streams and cascades of statistical hypothesis tests

Webb, G. I. & Petitjean, F., 13 Aug 2016, KDD'16 / KDD 2016: Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, August 13-17, 2016, San Francisco, CA, USA. Smola, A. & Aggarwal, C. (eds.). New York, NY, USA: Association for Computing Machinery (ACM), p. 1255-1264 10 p.

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

9 Citations (Scopus)

Preconditioning an artificial neural network using Naive Bayes

Zaidi, N. A., Petitjean, F. & Webb, G. I., 2016, Advances in Knowledge Discovery and Data Mining: 20th Pacific-Asia Conference, PAKDD 2016, Auckland, New Zealand, April 19-22, Proceedings, Part I. Bailey, J., Khan, L., Washio, T., Dobbie, G. & Huang, J. Z. (eds.). Switzerland: Springer, Vol. 1. p. 341-353 13 p. (Lecture Notes in Artificial Intelligence (Subseries of Lecture Notes in Computer Science); vol. 9651).

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

3 Citations (Scopus)

Scalable learning of graphical models

Petitjean, F. & Webb, G. I., 13 Aug 2016, KDD'16 / KDD 2016: Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, San Francisco, CA, USA. Smola, A. & Aggarwal, C. (eds.). New York, NY, USA: Association for Computing Machinery (ACM), p. 2131-2132 2 p.

Research output: Chapter in Book/Report/Conference proceedingConference PaperOtherpeer-review

1 Citation (Scopus)
2015

Optimal sub-sequence matching for the automatic prediction of surgical tasks

Forestier, G., Petitjean, F., Riffaud, L. & Jannin, P., 2015, Artificial Intelligence in Medicine - 15th Conference on Artificial Intelligence in Medicine, AIME 2015, Pavia, Italy, June 17-20, 2015. Proceedings. Holmes, J. H., Bellazi, R., Sacchi, L. & Peek, N. (eds.). Heidelberg Germany: Springer, Vol. 9105. p. 123 - 132 10 p.

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

8 Citations (Scopus)

Scaling log-linear analysis to datasets with thousands of variables

Petitjean, F. & Webb, G. I. B., 2015, Proceedings of the 2015 SIAM International Conference on Data Mining (SDM 2015). Venkatasubramanian, S. & Ye, J. (eds.). Philadelphia PA USA: Society for Industrial and Applied Mathematics, p. 469 - 477 9 p.

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

4 Citations (Scopus)
2014

A statistically efficient and scalable method for log-linear analysis of high-dimensional data

Petitjean, F., Allison, L. & Webb, G. I., 2014, Proceedings, 14th IEEE International Conference on Data Mining (ICDM 2014). Kumar, R., Toivonen, H., Pei, J., Huang, J. Z. & Wu, X. (eds.). Los Alamitos CA USA: IEEE, Institute of Electrical and Electronics Engineers, p. 480 - 489 10 p.

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

Dynamic time warping averaging of time series allows faster and more accurate classification

Petitjean, F., Forestier, G., Webb, G. I., Nicholson, A. E., Chen, Y. & Keogh, E., 2014, Proceedings,14th IEEE International Conference on Data Mining (ICDM 2014). Kumar, R., Toivonen, H., Pei, J., Huang, J. Z. & Wu, X. (eds.). Los Alamitos CA USA: IEEE, Institute of Electrical and Electronics Engineers, p. 470 - 479 10 p.

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

2013

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

Petitjean, F., Inglada, J. & Gancarski, P., 2013, 2013 IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2013) - Proceedings: July 21–26, 2013, Melbourne, Australia. Piscataway, NJ: IEEE, Institute of Electrical and Electronics Engineers, p. 3447-3450 4 p. 6723570

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearch

Scaling log-linear analysis to high-dimensional data

Petitjean, F., Webb, G. I. & Nicholson, A. E., 2013, Proceedings, IEEE 13th International Conference on Data Mining. Xiong, H., Karypis, G., Thuraisingham, B., Cook, D. & Wu, X. (eds.). Los Alamitos CA USA: IEEE, Institute of Electrical and Electronics Engineers, p. 597 - 606 10 p.

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

10 Citations (Scopus)
2012

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

Petitjean, F., Inglada, J. & Gancarski, P., 2012, IGARSS 2012 - 2012 IEEE International Geoscience and Remote Sensing Symposium. IEEE, Institute of Electrical and Electronics Engineers, p. 5426-5429 4 p. 6352379

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

2 Citations (Scopus)

Monitoring urban sprawl from Satellite Image Time Series

Petitjean, F., Puissant, A. & Gançarski, P., 2012, IGARSS 2012 - 2012 IEEE International Geoscience and Remote Sensing Symposium. IEEE, Institute of Electrical and Electronics Engineers, p. 5963-5966 4 p. 6352250

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

2 Citations (Scopus)

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

Weber, J., Petitjean, F. & Gancarski, P., 2012, IGARSS 2012 - 2012 IEEE International Geoscience and Remote Sensing Symposium. IEEE, Institute of Electrical and Electronics Engineers, p. 4387-4390 4 p. 6350401

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

5 Citations (Scopus)
2011

A context-based approach for the classification of satellite image time series

Kurtz, C., Petitjean, F. & Gançarski, P., 2011, 2011 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2011 - Proceedings. IEEE, Institute of Electrical and Electronics Engineers, p. 495-498 4 p. 6049173

Research output: Chapter in Book/Report/Conference proceedingConference PaperOtherpeer-review

6 Citations (Scopus)

Clustering of satellite image time series under time warping

Petitjean, F., Inglada, J. & Gançarski, P., 2011, 2011 6th International Workshop on the Analysis of Multi-Temporal Remote Sensing Images, Multi-Temp 2011 - Proceedings. IEEE, Institute of Electrical and Electronics Engineers, p. 69-72 4 p. 6005050

Research output: Chapter in Book/Report/Conference proceedingConference PaperOtherpeer-review

8 Citations (Scopus)

Temporal domain adaptation under time warping

Petitjean, F., Inglada, J. & Gançarski, P., 2011, 2011 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2011 - Proceedings. IEEE, Institute of Electrical and Electronics Engineers, p. 3578-3581 4 p. 6049995

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

3 Citations (Scopus)
2010

Analysing satellite image time series by means of pattern mining

Petitjean, F., Gançarski, P., Masseglia, F. & Forestier, G., 2010, Intelligent Data Engineering and Automated Learning, IDEAL 2010 - 11th International Conference, Proceedings. Vol. 6283 LNCS. p. 45-52 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 6283 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

19 Citations (Scopus)