Scalable Dictionary Classifiers for Time Series Classification

26 July 2019

Papers citing "Scalable Dictionary Classifiers for Time Series Classification"

24 / 24 papers shown

Title
Time-Series Classification in Smart Manufacturing Systems: An Experimental Evaluation of State-of-the-Art Machine Learning Algorithms Mojtaba A. Farahani M. R. McCormick R. Harik Thorsten Wuest 78 24 0 04 Oct 2023
POCKET: Pruning Random Convolution Kernels for Time Series Classification from a Feature Selection Perspective Shaowu Chen Weize Sun Lei Huang Xiaopeng Li Qingyuan Wang Deepu John AI4TS 82 2 0 15 Sep 2023
Automatic Feature Engineering for Time Series Classification: Evaluation and Discussion Aurélien Renault A. Bondu V. Lemaire D. Gay AI4TS 60 1 0 02 Aug 2023
An Approach to Multiple Comparison Benchmark Evaluations that is Stable Under Manipulation of the Comparate Set Ali Ismail-Fawaz Angus Dempster Chang Wei Tan Matthieu Herrmann Lynn Miller ... Stefano Berretti J. Weber Maxime Devanne Germain Forestier Geoffrey I. Webb 92 19 0 19 May 2023
A Dictionary-based approach to Time Series Ordinal Classification Rafael Ayllón-Gavilán David Guijo Rubio Pedro Antonio Gutiérrez César Hervás-Martinez 120 1 0 16 May 2023
Bake off redux: a review and experimental evaluation of recent time series classification algorithms Matthew Middlehurst Patrick Schäfer A. Bagnall AI4TS 130 120 0 25 Apr 2023
LightTS: Lightweight Time Series Classification with Adaptive Ensemble Distillation -- Extended Version David Campos Miao Zhang B. Yang Tung Kieu Chenjuan Guo Christian S. Jensen AI4TS 102 56 0 24 Feb 2023
FedST: Secure Federated Shapelet Transformation for Time Series Classification Zhiyu Liang Hongzhi Wang AI4TS 65 4 0 21 Feb 2023
HYDRA: Competing convolutional kernels for fast and accurate time series classification Angus Dempster Daniel F. Schmidt Geoffrey I. Webb 75 61 0 25 Mar 2022
Statistics and Deep Learning-based Hybrid Model for Interpretable Anomaly Detection Thabang Mathonsi Terence L van Zyl 65 0 0 25 Feb 2022
The FreshPRINCE: A Simple Transformation Based Pipeline Time Series Classifier Matthew Middlehurst A. Bagnall AI4TS 77 18 0 28 Jan 2022
MrSQM: Fast Time Series Classification with Symbolic Representations Thach le Nguyen Georgiana Ifrim 53 14 0 02 Sep 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 62 72 0 09 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
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
MINIROCKET: A Very Fast (Almost) Deterministic Transform for Time Series Classification Angus Dempster Daniel F. Schmidt Geoffrey I. Webb AI4TS 117 370 0 16 Dec 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 107 383 0 26 Jul 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 88 43 0 13 Apr 2020
A tale of two toolkits, report the second: bake off redux. Chapter 1. dictionary based classifiers A. Bagnall J. Large Matthew Middlehurst AI4TS 38 1 0 27 Nov 2019
ROCKET: Exceptionally fast and accurate time series classification using random convolutional kernels Angus Dempster Franccois Petitjean Geoffrey I. Webb AI4TS 91 785 0 29 Oct 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
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