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A Time Series Forest for Classification and Feature Extraction

9 February 2013

Papers citing "A Time Series Forest for Classification and Feature Extraction"

46 / 96 papers shown

Title
A Novel Multi-Centroid Template Matching Algorithm and Its Application to Cough Detection Shibo Zhang Ebrahim Nemati Tousif Ahmed Md. Mahbubur Rahman Jilong Kuang A. Gao 26 5 0 01 Sep 2021
EVScout2.0: Electric Vehicle Profiling Through Charging Profile Alessandro Brighente Mauro Conti Denis Donadel Federico Turrin 57 19 0 30 Jun 2021
Fast, Accurate and Interpretable Time Series Classification Through Randomization Nestor Cabello Elham Naghizade Jianzhong Qi Lars Kulik AI4TS 63 8 0 31 May 2021
The Temporal Dictionary Ensemble (TDE) Classifier for Time Series Classification Matthew Middlehurst J. Large G. Cawley A. Bagnall 54 72 0 09 May 2021
All-Clear Flare Prediction Using Interval-based Time Series Classifiers Anli Ji Berkay Aydin M. Georgoulis R. Angryk 26 17 0 03 May 2021
HIVE-COTE 2.0: a new meta ensemble for time series classification Matthew Middlehurst J. Large Michael Flynn Jason Lines A. Bostrom A. Bagnall AI4TS 110 249 0 15 Apr 2021
Neurological Status Classification Using Convolutional Neural Network Mehrad Jaloli Divya Choudhary M. Cescon 28 3 0 01 Apr 2021
Elastic Similarity and Distance Measures for Multivariate Time Series Ahmed Shifaz Charlotte Pelletier F. Petitjean Geoffrey I. Webb AI4TS 83 20 0 20 Feb 2021
MultiRocket: Multiple pooling operators and transformations for fast and effective time series classification Chang Wei Tan Angus Dempster Christoph Bergmeir Geoffrey I. Webb AI4TS 118 143 0 31 Jan 2021
Deep learning for time series classification Hassan Ismail Fawaz BDL AI4TS 79 38 0 01 Oct 2020
Modeling Text with Decision Forests using Categorical-Set Splits Mathieu Guillame-Bert Sebastian Bruch Petr Mitrichev Petr Mikheev Jan Pfeifer 144 2 0 21 Sep 2020
The Canonical Interval Forest (CIF) Classifier for Time Series Classification Matthew Middlehurst J. Large A. Bagnall AI4TS 64 109 0 20 Aug 2020
Benchmarking Multivariate Time Series Classification Algorithms Alejandro Pasos Ruiz Michael Flynn A. Bagnall AI4TS 107 382 0 26 Jul 2020
GeoStat Representations of Time Series for Fast Classification Robert J. Ravier Mohammadreza Soltani Miguel Antunes Dias Alfaiate D. Garagic Vahid Tarokh AI4TS 42 0 0 13 Jul 2020
Time Series Extrinsic Regression Chang Wei Tan Christoph Bergmeir F. Petitjean Geoffrey I. Webb AI4TS 42 0 0 23 Jun 2020
Detecting Electric Devices in 3D Images of Bags A. Bagnall Paul Southam J. Large Richard Harvey 11 1 0 25 Apr 2020
Co-eye: A Multi-resolution Symbolic Representation to TimeSeries Diversified Ensemble Classification Zahraa S Abdallah M. Gaber AI4TS 33 0 0 14 Apr 2020
A tale of two toolkits, report the third: on the usage and performance of HIVE-COTE v1.0 A. Bagnall Michael Flynn J. Large Jason Lines Matthew Middlehurst 79 43 0 13 Apr 2020
Complexity Measures and Features for Times Series classification Francisco Javier Baldan J. M. Benítez 70 20 0 27 Feb 2020
Use Short Isometric Shapelets to Accelerate Binary Time Series Classification Weibo Shu Yaqiang Yao Shengfei Lyu Jinlong Li Huanhuan Chen AI4TS 45 8 0 27 Dec 2019
Time2Graph: Revisiting Time Series Modeling with Dynamic Shapelets Ziqiang Cheng Yang Yang Wei Wang Wenjie Hu Yueting Zhuang Guojie Song AI4TS 85 63 0 11 Nov 2019
Classification of Resting-State fMRI using Evolutionary Algorithms: Towards a Brain Imaging Biomarker for Parkinson's Disease A. Dehsarvi S. Smith 16 4 0 11 Oct 2019
sktime: A Unified Interface for Machine Learning with Time Series M. Löning A. Bagnall S. Ganesh V. Kazakov Jason Lines Franz J. Király SyDa AI4TS 72 233 0 17 Sep 2019
A tale of two toolkits, report the first: benchmarking time series classification algorithms for correctness and efficiency A. Bagnall Franz J. Király M. Löning Matthew Middlehurst George Oastler AI4TS 65 6 0 12 Sep 2019
Scalable Dictionary Classifiers for Time Series Classification Matthew Middlehurst William D. Vickers A. Bagnall 57 61 0 26 Jul 2019
TS-CHIEF: A Scalable and Accurate Forest Algorithm for Time Series Classification Ahmed Shifaz Charlotte Pelletier F. Petitjean Geoffrey I. Webb AI4TS 102 186 0 25 Jun 2019
Capturing Evolution Genes for Time Series Data Wenjie Hu Jianping Huang Liang Wu Yang Yang Zongtao Liu Zhanlin Sun Bingshen Yao Ke Chen AI4TS 33 1 0 10 May 2019
Time-Series Event Prediction with Evolutionary State Graph Wenjie Hu Yang Yang Zilong You Zongtao Liu Xiang Ren AI4TS 34 1 0 10 May 2019
A Novel GAN-based Fault Diagnosis Approach for Imbalanced Industrial Time Series Wenqian Jiang Cheng Cheng Beitong Zhou Guijun Ma Ye Yuan AI4CE 89 130 0 01 Apr 2019
Random Pairwise Shapelets Forest Mohan Shi Zhihai Wang Jidong Yuan Haiyang Liu AI4TS 11 12 0 19 Mar 2019
Is rotation forest the best classifier for problems with continuous features? A. Bagnall Michael Flynn J. Large Jason Lines A. Bostrom G. Cawley 49 39 0 18 Sep 2018
Random Warping Series: A Random Features Method for Time-Series Embedding Lingfei Wu Ian En-Hsu Yen Jinfeng Yi Fangli Xu Qi Lei Michael Witbrock AI4TS 67 49 0 14 Sep 2018
Explainable time series tweaking via irreversible and reversible temporal transformations Isak Karlsson J. Rebane P. Papapetrou Aristides Gionis AI4TS 49 29 0 13 Sep 2018
Deep learning for time series classification: a review Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AI4TS AI4CE 376 2,720 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 166 165 0 31 Aug 2018
Multilevel Wavelet Decomposition Network for Interpretable Time Series Analysis Jingyuan Wang Ze Wang Jianfeng Li Junjie Wu AI4TS 56 194 0 23 Jun 2018
Learning representations for multivariate time series with missing data using Temporal Kernelized Autoencoders F. Bianchi L. Livi Karl Øyvind Mikalsen Michael C. Kampffmeyer Robert Jenssen AI4TS 84 11 0 09 May 2018
Feature-based time-series analysis Ben D. Fulcher AI4TS 103 132 0 23 Sep 2017
Simulated Data Experiments for Time Series Classification Part 1: Accuracy Comparison with Default Settings A. Bagnall A. Bostrom J. Large Jason Lines 50 14 0 28 Mar 2017
Similarity Preserving Representation Learning for Time Series Clustering Qi Lei Jinfeng Yi Roman Vaculin Lingfei Wu Inderjit S. Dhillon AI4TS 57 24 0 12 Feb 2017
Power Data Classification: A Hybrid of a Novel Local Time Warping and LSTM Yuanlong Li Han Hu Yonggang Wen Jun Zhang AI4TS 29 2 0 15 Aug 2016
Sequence Graph Transform (SGT): A Feature Embedding Function for Sequence Data Mining Chitta Ranjan Samaneh Ebrahimi K. Paynabar 89 26 0 11 Aug 2016
shapeDTW: shape Dynamic Time Warping Jiaping Zhao Laurent Itti 67 209 0 06 Jun 2016
The Great Time Series Classification Bake Off: An Experimental Evaluation of Recently Proposed Algorithms. Extended Version A. Bagnall A. Bostrom J. Large Jason Lines AI4TS 72 114 0 04 Feb 2016
An Experimental Evaluation of Nearest Neighbour Time Series Classification A. Bagnall Jason Lines AI4TS 48 55 0 18 Jun 2014
Highly comparative feature-based time-series classification Ben D. Fulcher N. Jones AI4TS 68 316 0 15 Jan 2014