MultiRocket: Multiple pooling operators and transformations for fast and
effective time series classification

MultiRocket: Multiple pooling operators and transformations for fast and effective time series classification

31 January 2021

Christoph Bergmeir

Geoffrey I. Webb

Papers citing "MultiRocket: Multiple pooling operators and transformations for fast and effective time series classification"

13 / 13 papers shown

Title
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 26 0 0 02 Sep 2024
RandomNet: Clustering Time Series Using Untrained Deep Neural Networks Xiaosheng Li Wenjie Xi Jessica Lin AI4TS 23 2 0 15 Aug 2024
Nonlinear time-series embedding by monotone variational inequality Jonathan Y. Zhou Yao Xie AI4TS 36 0 0 11 Jun 2024
TSCMamba: Mamba Meets Multi-View Learning for Time Series Classification Md Atik Ahamed Qiang Cheng Mamba 68 1 0 06 Jun 2024
Finding Foundation Models for Time Series Classification with a PreText Task Ali Ismail-Fawaz Maxime Devanne Stefano Berretti Jonathan Weber Germain Forestier 34 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 50 6 0 25 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
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
TimeMAE: Self-Supervised Representations of Time Series with Decoupled Masked Autoencoders Mingyue Cheng Qi Liu Zhiding Liu Haotong Zhang Rujiao Zhang Enhong Chen AI4TS 42 42 0 01 Mar 2023
ConfLab: A Data Collection Concept, Dataset, and Benchmark for Machine Analysis of Free-Standing Social Interactions in the Wild Chirag Raman Jose Vargas-Quiros Stephanie Tan Ashraful Islam Ekin Gedik Hayley Hung 19 8 0 10 May 2022
Domain Adaptation for Time-Series Classification to Mitigate Covariate Shift Felix Ott David Rügamer Lucas Heublein Bernd Bischl Christopher Mutschler OOD TTA AI4TS 33 31 0 07 Apr 2022
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