Deep Learning for Time Series Classification and Extrinsic Regression: A
Current Survey

Deep Learning for Time Series Classification and Extrinsic Regression: A Current Survey

6 February 2023

Navid Mohammadi Foumani

Germain Forestier

Papers citing "Deep Learning for Time Series Classification and Extrinsic Regression: A Current Survey"

14 / 14 papers shown

Title
Representation Learning of Limit Order Book: A Comprehensive Study and Benchmarking Muyao Zhong Yushi Lin Peng Yang AI4TS 46 0 0 04 May 2025
Swarm Characteristics Classification Using Neural Networks Donald W. Peltier Isaac Kaminer Abram H. Clark Marko Orescanin 36 1 0 20 Feb 2025
Hybrid Deep Learning Model for Multiple Cache Side Channel Attacks Detection: A Comparative Analysis Tejal Joshi Aarya Kawalay Anvi Jamkhande Amit Joshi AAML 78 0 0 28 Jan 2025
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 32 1 0 31 Jul 2024
Series2Vec: Similarity-based Self-supervised Representation Learning for Time Series Classification Navid Mohammadi Foumani Chang Wei Tan Geoffrey I. Webb Hamid Rezatofighi Mahsa Salehi SSL AI4TS 13 4 0 07 Dec 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 10 8 0 12 Apr 2023
Self-Supervised Time Series Representation Learning via Cross Reconstruction Transformer Wen-Rang Zhang Ling Yang Shijia Geng Shenda Hong ViT AI4TS 29 40 0 20 May 2022
KDCTime: Knowledge Distillation with Calibration on InceptionTime for Time-series Classification Xueyuan Gong Yain-Whar Si Yongqi Tian Cong Lin Xinyuan Zhang Xiaoxiang Liu 25 4 0 04 Dec 2021
SMATE: Semi-Supervised Spatio-Temporal Representation Learning on Multivariate Time Series Jingwei Zuo K. Zeitouni Y. Taher AI4TS 18 17 0 01 Oct 2021
BENDR: using transformers and a contrastive self-supervised learning task to learn from massive amounts of EEG data Demetres Kostas Stephane Aroca-Ouellette Frank Rudzicz SSL 38 198 0 28 Jan 2021
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting Haoyi Zhou Shanghang Zhang J. Peng Shuai Zhang Jianxin Li Hui Xiong Wan Zhang AI4TS 161 3,799 0 14 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 85 1,058 0 11 Sep 2019
Effective Approaches to Attention-based Neural Machine Translation Thang Luong Hieu H. Pham Christopher D. Manning 211 7,687 0 17 Aug 2015
Spatial Transformer Networks Max Jaderberg Karen Simonyan Andrew Zisserman Koray Kavukcuoglu 124 7,284 0 05 Jun 2015