Concepedia

Self-supervised Time Series Classification

Self-Supervised Time Series Classification is a methodological framework within time series classification that leverages self-supervised learning to extract discriminative representations from unlabeled time series data by designing pretext tasks that capture temporal dynamics, thereby enabling effective classification without relying on labeled training instances.

51

Publications

2.9K

Citations

223

Authors

94

Institutions

Publications per year

2017–2026

51

Parents

Publications

51

Uncovering the structure of clinical EEG signals with self-supervised\n learning

Hubert Banville, Omar Chehab, Aapo Hyvärinen et al. · arXiv (Cornell University) · 2020 · 246 citations · Full text

, , +17

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

Kexin Zhang, Qingsong Wen, Chaoli Zhang et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2024 · 209 citations

, , +14

Self-Supervised Pretraining of Transformers for Satellite Image Time Series Classification

Yuan Yuan, Lei Lin · IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing · 2020 · 183 citations · Full text

, , +16

Self-Supervised Contrastive Representation Learning for Semi-Supervised Time-Series Classification

Emadeldeen Eldele, Mohamed Ragab, Zhenghua Chen et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2023 · 175 citations

, , +13

Contrastive learning based self-supervised time-series analysis

Johannes Pöppelbaum, Gavneet Singh Chadha, Andreas Schwung · Applied Soft Computing · 2022 · 122 citations

, , +13

1–5 of 51

Authors

223

  1. HF
    Haoyi Fan

    Harbin University of Science and Technology, China

    4 publications · 150 citations

    4

    h-index

  2. FZ
    Fengbin Zhang

    Harbin University of Science and Technology, China

    3 publications · 99 citations

    3

    h-index

  3. SP
    Shirui Pan

    Monash University, Australia

    3 publications · 334 citations

    3

    h-index

  4. RC
    Rongyao Cai

    Zhejiang University, China

    2 publications · 227 citations

    2

    h-index

  5. RW
    Ruidong Wang

    Stanford University, United States

    2 publications · 102 citations

    2

    h-index

1–5 of 223

Institutions

94

  1. Harbin University of Science and Technology

    Harbin, China

    4 h-index

    14 publications

    580 citations

  2. Tsinghua University

    Beijing, China

    4 h-index

    5 publications

    189 citations

  3. University of Oxford

    Oxford, United Kingdom

    3 h-index

    16 publications

    995 citations

  4. Hong Kong University of Science and Technology

    Hong Kong, Hong Kong

    3 h-index

    4 publications

    325 citations

  5. University of Hong Kong

    Pok Fu Lam, Hong Kong

    3 h-index

    3 publications

    280 citations

  6. Beijing Academy of Artificial Intelligence

    Beijing, China

    2 h-index

    2 publications

    42 citations

  7. Shanghai Jiao Tong University

    Shanghai, China

    2 h-index

    11 publications

    289 citations

  8. Nanyang Technological University

    Singapore, Singapore

    2 h-index

    5 publications

    749 citations

1–8 of 94

Venues

  1. arXiv (Cornell University)

    Repository · 9 publications · 451 citations

    9

    h-index

  2. Knowledge-Based Systems

    3 publications · 238 citations

    3

    h-index

  3. Neurocomputing

    3 publications · 112 citations

    3

    h-index

  4. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 2 publications · 72 citations

    2

    h-index

  5. 2

    h-index

1–5