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

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

25 June 2019

Charlotte Pelletier

Geoffrey I. Webb

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

13 / 13 papers shown

Title
Scalable Dictionary Classifiers for Time Series Classification Matthew Middlehurst William D. Vickers A. Bagnall 28 61 0 26 Jul 2019
Temporal Convolutional Neural Network for the Classification of Satellite Image Time Series Charlotte Pelletier Geoffrey I. Webb F. Petitjean 53 436 0 26 Nov 2018
The UCR Time Series Archive Hoang Anh Dau A. Bagnall Kaveh Kamgar Chin-Chia Michael Yeh Yan Zhu Shaghayegh Gharghabi C. Ratanamahatana Eamonn Keogh 33 819 0 17 Oct 2018
Deep learning for time series classification: a review Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AI4TS AI4CE 230 2,668 0 12 Sep 2018
Proximity Forest: An effective and scalable distance-based classifier for time series Benjamin Lucas Ahmed Shifaz Charlotte Pelletier Lachlan O’Neill Nayyar Zaidi Bart Goethals F. Petitjean Geoffrey I. Webb AI4TS 102 164 0 31 Aug 2018
Scalable and accurate deep learning for electronic health records A. Rajkomar Eyal Oren Kai Chen Andrew M. Dai Nissan Hajaj ... A. Butte M. Howell Claire Cui Greg S. Corrado Jeffrey Dean OOD BDL 112 2,122 0 24 Jan 2018
The Heterogeneous Ensembles of Standard Classification Algorithms (HESCA): the Whole is Greater than the Sum of its Parts J. Large Jason Lines A. Bagnall 29 27 0 25 Oct 2017
Deep Learning for Sensor-based Activity Recognition: A Survey Jindong Wang Yiqiang Chen Shuji Hao Xiaohui Peng Lisha Hu HAI 35 1,623 0 12 Jul 2017
Fast and Accurate Time Series Classification with WEASEL Patrick Schäfer Ulf Leser 58 241 0 26 Jan 2017
Time Series Classification from Scratch with Deep Neural Networks: A Strong Baseline Zhiguang Wang Weizhong Yan Tim Oates AI4TS 57 1,639 0 20 Nov 2016
Should we really use post-hoc tests based on mean-ranks? A. Benavoli Giorgio Corani Francesca Mangili 32 371 0 09 May 2015
A Time Series Forest for Classification and Feature Extraction Houtao Deng G. Runger E. Tuv V. Martyanov 55 540 0 09 Feb 2013
Bag-of-Words Representation for Biomedical Time Series Classification Jin Wang Ping Liu M. She S. Nahavandi Abbas Kouzani 61 151 0 11 Dec 2012