Get our free extension to see links to code for papers anywhere online!

Chrome logo Add to Chrome

Firefox logo Add to Firefox

Picture for Geoffrey I. Webb

Monash Time Series Forecasting Archive


May 14, 2021
Rakshitha Godahewa, Christoph Bergmeir, Geoffrey I. Webb, Rob J. Hyndman, Pablo Montero-Manso

* 33 pages, 3 figures, 15 tables 

  Access Paper or Ask Questions

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 

  Access Paper or Ask Questions

Elastic Similarity Measures for Multivariate Time Series Classification


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

* 30 pages, 5 figures 

  Access Paper or Ask Questions

Early Abandoning and Pruning for Elastic Distances


Feb 10, 2021
Matthieu Herrmann, Geoffrey I. Webb


  Access Paper or Ask Questions

MultiRocket: Effective summary statistics for convolutional outputs in time series classification


Jan 31, 2021
Chang Wei Tan, Angus Dempster, Christoph Bergmeir, Geoffrey I. Webb


  Access Paper or Ask Questions

Ensembles of Localised Models for Time Series Forecasting


Dec 30, 2020
Rakshitha Godahewa, Kasun Bandara, Geoffrey I. Webb, Slawek Smyl, Christoph Bergmeir

* 29 pages, 5 figures, 5 tables 

  Access Paper or Ask Questions

MINIROCKET: A Very Fast (Almost) Deterministic Transform for Time Series Classification


Dec 16, 2020
Angus Dempster, Daniel F. Schmidt, Geoffrey I. Webb

* 26 pages, 12 figures 

  Access Paper or Ask Questions

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


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


  Access Paper or Ask Questions

A Strong Baseline for Weekly Time Series Forecasting


Oct 16, 2020
Rakshitha Godahewa, Christoph Bergmeir, Geoffrey I. Webb, Pablo Montero-Manso

* 21 pages, 1 figure, 5 tables 

  Access Paper or Ask Questions

Early Abandoning PrunedDTW and its application to similarity search


Oct 11, 2020
Matthieu Herrmann, Geoffrey I. Webb

* 13 pages, 5 figures, 3 algorithms. Submitted to SDM2021. For source code and results, see https://github.com/MonashTS/UCR-Monash 

  Access Paper or Ask Questions

Time Series Regression


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


  Access Paper or Ask Questions

Monash University, UEA, UCR Time Series Regression Archive


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


  Access Paper or Ask Questions

A Bayesian-inspired, deep learning, semi-supervised domain adaptation technique for land cover mapping


May 25, 2020
Benjamin Lucas, Charlotte Pelletier, Daniel Schmidt, Geoffrey I. Webb, François Petitjean


  Access Paper or Ask Questions

ROCKET: Exceptionally fast and accurate time series classification using random convolutional kernels


Oct 29, 2019
Angus Dempster, François Petitjean, Geoffrey I. Webb

* 27 pages, 23 figures 

  Access Paper or Ask Questions

Time series classification for varying length series


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

* 23 pages 

  Access Paper or Ask Questions

InceptionTime: Finding AlexNet for Time Series Classification


Sep 13, 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


  Access Paper or Ask Questions

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 

  Access Paper or Ask Questions

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


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


  Access Paper or Ask Questions

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


  Access Paper or Ask Questions

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 

  Access Paper or Ask Questions

An Incremental Construction of Deep Neuro Fuzzy System for Continual Learning of Non-stationary Data Streams


Aug 26, 2018
Mahardhika Pratama, Witold Pedrycz, Geoffrey I. Webb

* this paper is currently under review in IEEE publications 

  Access Paper or Ask Questions

Accurate parameter estimation for Bayesian Network Classifiers using Hierarchical Dirichlet Processes


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


  Access Paper or Ask Questions

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 

  Access Paper or Ask Questions

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


  Access Paper or Ask Questions

Specious rules: an efficient and effective unifying method for removing misleading and uninformative patterns in association rule mining


Sep 12, 2017
Wilhelmiina HÀmÀlÀinen, Geoffrey I. Webb

* Proceedings of SIAM International Conference on Data Mining, pp. 309-317, SIAM 2017 
* Note: This is a corrected version of the paper published in SDM'17. In the equation on page 4, the range of the sum has been corrected 

  Access Paper or Ask Questions

Understanding Concept Drift


Apr 02, 2017
Geoffrey I. Webb, Loong Kuan Lee, François Petitjean, Bart Goethals


  Access Paper or Ask Questions

On the Effectiveness of Discretizing Quantitative Attributes in Linear Classifiers


Jan 24, 2017
Nayyar A. Zaidi, Yang Du, Geoffrey I. Webb


  Access Paper or Ask Questions

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 

  Access Paper or Ask Questions