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Tight lower bounds for Dynamic Time Warping


Mar 02, 2021
Geoffrey I. Webb, Francois Petitjean

* Pattern Recognition, Volume 115, 2021, 107895, ISSN 0031-3203 
* 26 pages, 23 figures, expanded version of a paper accepted for publication in Pattern Recognition. This revision fixed minor typos in the two algorithms 

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Elastic Similarity Measures for Multivariate Time Series Classification


Feb 20, 2021
Ahmed Shifaz, Charlotte Pelletier, Francois Petitjean, Geoffrey I. Webb

* 30 pages, 5 figures 

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Discriminative, Generative and Self-Supervised Approaches for Target-Agnostic Learning


Nov 12, 2020
Yuan Jin, Wray Buntine, Francois Petitjean, Geoffrey I. Webb


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Seasonal Averaged One-Dependence Estimators: A Novel Algorithm to Address Seasonal Concept Drift in High-Dimensional Stream Classification


Jun 27, 2020
Rakshitha Godahewa, Trevor Yann, Christoph Bergmeir, Francois Petitjean

* International Joint Conference on Neural Networks (IJCNN 2020) 

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Time Series Regression


Jun 23, 2020
Chang Wei Tan, Christoph Bergmeir, Francois Petitjean, Geoffrey I. Webb


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Monash University, UEA, UCR Time Series Regression Archive


Jun 22, 2020
Chang Wei Tan, Christoph Bergmeir, Francois Petitjean, Geoffrey I. Webb


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Time series classification for varying length series


Oct 10, 2019
Chang Wei Tan, Francois Petitjean, Eamonn Keogh, Geoffrey I. Webb

* 23 pages 

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TS-CHIEF: A Scalable and Accurate Forest Algorithm for Time Series Classification


Jun 25, 2019
Ahmed Shifaz, Charlotte Pelletier, Francois Petitjean, Geoffrey I. Webb

* 28 pages, 8 figures 

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


Nov 26, 2018
Charlotte Pelletier, Geoffrey I. Webb, Francois Petitjean


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


Oct 17, 2018
Chang Wei Tan, Francois Petitjean, Geoffrey I. Webb


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


Aug 31, 2018
Benjamin Lucas, Ahmed Shifaz, Charlotte Pelletier, Lachlan O'Neill, Nayyar Zaidi, Bart Goethals, Francois Petitjean, Geoffrey I. Webb

* 30 pages, 12 figures 

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Accurate parameter estimation for Bayesian Network Classifiers using Hierarchical Dirichlet Processes


May 08, 2018
Francois Petitjean, Wray Buntine, Geoffrey I. Webb, Nayyar Zaidi


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Skopus: Mining top-k sequential patterns under leverage


Feb 05, 2018
Francois Petitjean, Tao Li, Nikolaj Tatti, Geoffrey I. Webb

* Data Mining and Knowledge Discovery, September 2016, Volume 30, Issue 5, pp 1086-1111 

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


Feb 04, 2018
Nayyar A. Zaidi, Geoffrey I. Webb, Francois Petitjean, Germain Forestier


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Characterizing Concept Drift


Apr 08, 2016
Geoffrey I. Webb, Roy Hyde, Hong Cao, Hai Long Nguyen, Francois Petitjean

* Data Mining and Knowledge Discovery, 30(4), 964-994, 2016 
* Accepted for publication in Data Mining and Knowledge Discovery 

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Deep Broad Learning - Big Models for Big Data


Sep 04, 2015
Nayyar A. Zaidi, Geoffrey I. Webb, Mark J. Carman, Francois Petitjean


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