The Temporal Dictionary Ensemble (TDE) Classifier for Time Series Classification

9 May 2021

Papers citing "The Temporal Dictionary Ensemble (TDE) Classifier for Time Series Classification"

27 / 27 papers shown

Title
aeon: a Python toolkit for learning from time series Matthew Middlehurst Ali Ismail-Fawaz Antoine Guillaume Christopher Holder David Guijo Rubio ... Leonidas Tsaprounis Lukasz Mentel Martin Walter Patrick Schäfer Anthony Bagnall AI4TS 44 15 0 20 Jun 2024
Castor: Competing shapelets for fast and accurate time series classification Isak Samsten Zed Lee AI4TS 24 0 0 19 Mar 2024
NuTime: Numerically Multi-Scaled Embedding for Large-Scale Time-Series Pretraining Chenguo Lin Xumeng Wen Wei Cao Congrui Huang Jiang Bian Stephen Lin Zhirong Wu AI4TS 44 4 0 11 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 26 2 0 15 Sep 2023
Automatic Feature Engineering for Time Series Classification: Evaluation and Discussion Aurélien Renault A. Bondu V. Lemaire D. Gay AI4TS 33 1 0 02 Aug 2023
QUANT: A Minimalist Interval Method for Time Series Classification Angus Dempster Daniel F. Schmidt Geoffrey I. Webb AI4TS 19 9 0 02 Aug 2023
Convolutional and Deep Learning based techniques for Time Series Ordinal Classification Rafael Ayllón-Gavilán David Guijo Rubio Pedro Antonio Gutiérrez A. Bagnall César Hervás-Martinez 45 0 0 16 Jun 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 29 18 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 11 1 0 16 May 2023
Unsupervised Feature Based Algorithms for Time Series Extrinsic Regression David Guijo Rubio Matthew Middlehurst Guilherme G. Arcencio Diego Furtado Silva A. Bagnall AI4TS 38 9 0 02 May 2023
Bake off redux: a review and experimental evaluation of recent time series classification algorithms Matthew Middlehurst Patrick Schäfer A. Bagnall AI4TS 24 108 0 25 Apr 2023
Proximity Forest 2.0: A new effective and scalable similarity-based classifier for time series Matthieu Herrmann Chang Wei Tan Mahsa Salehi Geoffrey I. Webb AI4TS 31 8 0 12 Apr 2023
FedST: Secure Federated Shapelet Transformation for Time Series Classification Zhiyu Liang Hongzhi Wang AI4TS 29 4 0 21 Feb 2023
Enhancing Multivariate Time Series Classifiers through Self-Attention and Relative Positioning Infusion Mehryar Abbasi Parvaneh Saeedi AI4TS 32 6 0 13 Feb 2023
ASTRIDE: Adaptive Symbolization for Time Series Databases Sylvain W. Combettes Charles Truong L. Oudre AI4TS 14 0 0 08 Feb 2023
WEASEL 2.0 -- A Random Dilated Dictionary Transform for Fast, Accurate and Memory Constrained Time Series Classification Patrick Schäfer Ulf Leser 19 19 0 24 Jan 2023
Explainable classification of astronomical uncertain time series Michael Franklin Mbouopda E. Ishida E. M. Nguifo E. Gangler AI4TS 19 0 0 28 Sep 2022
Neuro-symbolic Models for Interpretable Time Series Classification using Temporal Logic Description Ruixuan Yan Tengfei Ma Achille Fokoue Maria Chang A. Julius AI4TS 45 7 0 15 Sep 2022
HYDRA: Competing convolutional kernels for fast and accurate time series classification Angus Dempster Daniel F. Schmidt Geoffrey I. Webb 36 55 0 25 Mar 2022
The FreshPRINCE: A Simple Transformation Based Pipeline Time Series Classifier Matthew Middlehurst A. Bagnall AI4TS 29 18 0 28 Jan 2022
Random Dilated Shapelet Transform: A New Approach for Time Series Shapelets Antoine Guillaume Christel Vrain Wael Elloumi AI4TS 48 31 0 28 Sep 2021
Fast, Accurate and Interpretable Time Series Classification Through Randomization Nestor Cabello Elham Naghizade Jianzhong Qi Lars Kulik AI4TS 26 8 0 31 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 29 235 0 15 Apr 2021
Elastic Similarity and Distance Measures for Multivariate Time Series Ahmed Shifaz Charlotte Pelletier F. Petitjean Geoffrey I. Webb AI4TS 38 18 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 29 136 0 31 Jan 2021
MINIROCKET: A Very Fast (Almost) Deterministic Transform for Time Series Classification Angus Dempster Daniel F. Schmidt Geoffrey I. Webb AI4TS 50 355 0 16 Dec 2020
InceptionTime: Finding AlexNet for Time Series Classification Hassan Ismail Fawaz Benjamin Lucas Germain Forestier Charlotte Pelletier Daniel F. Schmidt J. Weber Geoffrey I. Webb L. Idoumghar Pierre-Alain Muller Franccois Petitjean AI4TS 104 1,073 0 11 Sep 2019