Self-Supervised Learning for Time Series Analysis: Taxonomy, Progress, and Prospects-Reference-Cited by-同舟云学术

Self-Supervised Learning for Time Series Analysis: Taxonomy, Progress, and Prospects

Published:2024-10 Issue:10 Volume:46 Page:6775-6794
ISSN:0162-8828
Container-title:IEEE Transactions on Pattern Analysis and Machine Intelligence
language:
Short-container-title:IEEE Trans. Pattern Anal. Mach. Intell.

Author:

Zhang Kexin¹^ORCID,Wen Qingsong²^ORCID,Zhang Chaoli³^ORCID,Cai Rongyao⁴^ORCID,Jin Ming⁵^ORCID,Liu Yong⁴^ORCID,Zhang James Y.⁶^ORCID,Liang Yuxuan⁷^ORCID,Pang Guansong⁸^ORCID,Song Dongjin⁹^ORCID,Pan Shirui¹⁰^ORCID

Affiliation:

1. Huzhou Institute of Zhejiang University, Huzhou, China

2. Alibaba Group, China

3. School of Computer Science and Technology, Zhejiang Normal University, Jinhua, Zhejiang, China

4. College of Control Science and Engineering, Zhejiang University, Hangzhou, China

5. Faculty of Information Technology, Monash University, Clayton, VIC, Australia

6. Ant Group, Hangzhou, Zhejiang, China

7. INTR & DSA Thrust, Hong Kong University of Science and Technology, Clear Water Bay, Hong Kong

8. School of Computing and Information Systems, Singapore Management University, Singapore

9. School of Computing, University of Connecticut, Storrs, CT, USA

10. School of Information and Communication Technology, Griffith University, Southport, Qld, Australia

Funder

Key R&D Project of Zhejiang Province

National Key R&D Program of China

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Link

http://xplorestaging.ieee.org/ielx7/34/10666888/10496248.pdf?arnumber=10496248

Reference217 articles.

1. Robust Time Series Analysis and Applications

2. Time-series data mining

3. Deep convolutional neural networks on multichannel time series for human activity recognition;Yang

4. Multiple Timescale Feature Learning Strategy for Valve Stiction Detection Based on Convolutional Neural Network

5. Relation Inference among Sensor Time Series in Smart Buildings with Metric Learning

Cited by 11 articles. 订阅此论文施引文献订阅此论文施引文献，注册后可以免费订阅5篇论文的施引文献，订阅后可以查看论文全部施引文献

1. Foundation Models for Time Series Analysis: A Tutorial and Survey;Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining;2024-08-24

2. Cluster-Wide Task Slowdown Detection in Cloud System;Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining;2024-08-24

3. Generative Pretrained Hierarchical Transformer for Time Series Forecasting;Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining;2024-08-24

4. Self-Supervised Learning of Time Series Representation via Diffusion Process and Imputation-Interpolation-Forecasting Mask;Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining;2024-08-24

5. THE POINT OF OBLIVION THEOREM;2024-06-13