Bake off redux: a review and experimental evaluation of recent time
series classification algorithms

Bake off redux: a review and experimental evaluation of recent time series classification algorithms

25 April 2023

Matthew Middlehurst

Patrick Schäfer

Papers citing "Bake off redux: a review and experimental evaluation of recent time series classification algorithms"

18 / 18 papers shown

Title
Learning Soft Sparse Shapes for Efficient Time-Series Classification Zhen Liu Yicheng Luo B. Li Emadeldeen Eldele Min-man Wu Qianli Ma AI4TS 29 0 0 11 May 2025
An Efficient Transport-Based Dissimilarity Measure for Time Series Classification under Warping Distortions A. Aldroubi Rocio Diaz Martin I. Medri Kristofor E. Pas Gustavo K. Rohde A. Rubaiyat AI4TS 26 0 0 08 May 2025
Representation Learning of Limit Order Book: A Comprehensive Study and Benchmarking Muyao Zhong Yushi Lin Peng Yang AI4TS 53 0 0 04 May 2025
On the Feasibility of Vision-Language Models for Time-Series Classification Vinay Prithyani Mohsin Mohammed Richa Gadgil Ricardo Buitrago Vinija Jain Aman Chadha VLM 40 2 0 23 Dec 2024
Exploring Kolmogorov-Arnold Networks for Interpretable Time Series Classification Irina Barašin Blaž Bertalanič M. Mohorčič Carolina Fortuna AI4TS 130 2 0 22 Nov 2024
Time series classification with random convolution kernels: pooling operators and input representations matter Mouhamadou Mansour Lo Gildas Morvan Mathieu Rossi Fabrice Morganti David Mercier AI4TS 24 0 0 02 Sep 2024
Con4m: Context-aware Consistency Learning Framework for Segmented Time Series Classification Junru Chen Tianyu Cao Ninon De Mecquenem Jiahe Li Zhilong Chen F. Friederici Yang Yang 38 1 0 31 Jul 2024
Nonlinear time-series embedding by monotone variational inequality Jonathan Y. Zhou Yao Xie AI4TS 36 0 0 11 Jun 2024
Advancing Time Series Classification with Multimodal Language Modeling Mingyue Cheng Yiheng Chen Qi Liu Zhiding Liu Yucong Luo AI4TS 33 11 0 19 Mar 2024
UNITS: A Unified Multi-Task Time Series Model Shanghua Gao Teddy Koker Owen Queen Thomas Hartvigsen Theodoros Tsiligkaridis Marinka Zitnik AI4TS 38 15 0 29 Feb 2024
Prevalidated ridge regression is a highly-efficient drop-in replacement for logistic regression for high-dimensional data Angus Dempster Geoffrey I. Webb Daniel F. Schmidt 29 0 0 28 Jan 2024
Finding Foundation Models for Time Series Classification with a PreText Task Ali Ismail-Fawaz Maxime Devanne Stefano Berretti Jonathan Weber Germain Forestier 26 5 0 24 Nov 2023
Detach-ROCKET: Sequential feature selection for time series classification with random convolutional kernels Gonzalo Uribarri Federico Barone A. Ansuini Erik Fransén AI4TS 39 6 0 25 Sep 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
Unsupervised Feature Based Algorithms for Time Series Extrinsic Regression David Guijo Rubio Matthew Middlehurst Guilherme G. Arcencio Diego Furtado Silva A. Bagnall AI4TS 30 9 0 02 May 2023
The FreshPRINCE: A Simple Transformation Based Pipeline Time Series Classifier Matthew Middlehurst A. Bagnall AI4TS 21 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
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 90 1,072 0 11 Sep 2019