Monash University, UEA, UCR Time Series Extrinsic Regression Archive

Monash University, UEA, UCR Time Series Extrinsic Regression Archive

19 June 2020

Christoph Bergmeir

Geoffrey I. Webb

Papers citing "Monash University, UEA, UCR Time Series Extrinsic Regression Archive"

15 / 15 papers shown

Title
FoundTS: Comprehensive and Unified Benchmarking of Foundation Models for Time Series Forecasting Zhe Li Xiangfei Qiu Peng Chen Yihang Wang Hanyin Cheng ... Chenjuan Guo Aoying Zhou Qingsong Wen Christian S. Jensen Bin Yang AI4TS 65 8 0 15 Oct 2024
A Primal-Dual Framework for Transformers and Neural Networks Tan M. Nguyen Tam Nguyen Nhat Ho Andrea L. Bertozzi Richard G. Baraniuk Stanley J. Osher ViT 29 13 0 19 Jun 2024
TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods Xiangfei Qiu Jilin Hu Lekui Zhou Xingjian Wu Junyang Du ... Chenjuan Guo Aoying Zhou Christian S. Jensen Zhenli Sheng Bin Yang AI4TS 57 64 0 29 Mar 2024
MBrain: A Multi-channel Self-Supervised Learning Framework for Brain Signals Donghong Cai Junru Chen Yang Yang Te-Chun Liu Yafeng Li 24 20 0 15 Jun 2023
Deep Learning for Time Series Classification and Extrinsic Regression: A Current Survey Navid Mohammadi Foumani Lynn Miller Chang Wei Tan G. I. Webb Germain Forestier Mahsa Salehi BDL AI4TS 33 93 0 06 Feb 2023
Long Expressive Memory for Sequence Modeling T. Konstantin Rusch Siddhartha Mishra N. Benjamin Erichson Michael W. Mahoney AI4TS 16 44 0 10 Oct 2021
Neural Controlled Differential Equations for Online Prediction Tasks James Morrill Patrick Kidger Lingyi Yang Terry Lyons AI4TS 33 41 0 21 Jun 2021
Monash Time Series Forecasting Archive Rakshitha Godahewa Christoph Bergmeir Geoffrey I. Webb Rob J. Hyndman Pablo Montero-Manso AI4TS 24 145 0 14 May 2021
Interpretable Feature Construction for Time Series Extrinsic Regression D. Gay A. Bondu V. Lemaire Marc Boullé AI4TS 8 1 0 15 Mar 2021
UnICORNN: A recurrent model for learning very long time dependencies T. Konstantin Rusch Siddhartha Mishra 18 60 0 09 Mar 2021
A Transformer-based Framework for Multivariate Time Series Representation Learning George Zerveas Srideepika Jayaraman Dhaval Patel A. Bhamidipaty Carsten Eickhoff AI4TS 21 889 0 06 Oct 2020
Neural Rough Differential Equations for Long Time Series James Morrill C. Salvi Patrick Kidger James Foster Terry Lyons AI4TS 31 124 0 17 Sep 2020
Learning the smoothness of noisy curves with application to online curve estimation Steven Golovkine N. Klutchnikoff V. Patilea 13 10 0 08 Sep 2020
Time Series Extrinsic Regression Chang Wei Tan Christoph Bergmeir F. Petitjean Geoffrey I. Webb AI4TS 18 0 0 23 Jun 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 102 1,072 0 11 Sep 2019