Concepedia

Time Series Classification Under Missing Data

Time Series Classification Under Missing Data is a methodological framework within time series classification that specifically addresses the challenge of assigning class labels to temporal sequences when portions of the data are unobserved or incomplete.

22

Publications

3.5K

Citations

68

Authors

45

Institutions

Publications per year

2017–2026

15

Parents

Publications

22

Recurrent Neural Networks for Multivariate Time Series with Missing Values

Zhengping Che, Sanjay Purushotham, Kyunghyun Cho et al. · Scientific Reports · 2018 · 2.1K citations · Full text

, , +17

Imaging Time-Series to Improve Classification and Imputation

Zhiguang Wang, Tim Oates · arXiv (Cornell University) · 2015 · 483 citations · Full text

, , +16

Recurrent Neural Networks for Multivariate Time Series with Missing Values

Zhengping Che, Sanjay Purushotham, Kyunghyun Cho et al. · arXiv (Cornell University) · 2016 · 234 citations · Full text

, , +17

Adversarial Recurrent Time Series Imputation

Shuo Yang, Yunhe Wang, Chang Xu · IEEE Transactions on Neural Networks and Learning Systems · 2020 · 73 citations

, , +17

Adversarial Joint-Learning Recurrent Neural Network for Incomplete Time Series Classification

Qianli Ma, Sen Li, Garrison W. Cottrell · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2020 · 73 citations

, , +16

1–5 of 22

Authors

68

  1. ZC
    Zhengping Che

    University of Southern California, United States

    2 publications · 2.4K citations

    2

    h-index

  2. YL
    Yan Liu

    Hong Kong Polytechnic University, Hong Kong SAR China

    2 publications · 2.4K citations

    2

    h-index

  3. DS
    David Sontag

    Massachusetts Institute of Technology, United States

    2 publications · 2.4K citations

    2

    h-index

  4. SP
    Sanjay Purushotham

    University of Southern California, United States

    2 publications · 2.4K citations

    2

    h-index

  5. KC
    Kyunghyun Cho

    New York University, United States

    2 publications · 2.4K citations

    2

    h-index

1–5 of 68

Institutions

45

  1. Massachusetts Institute of Technology

    Cambridge, United States

    3 h-index

    5 publications

    2.4K citations

  2. University of Southern California

    Los Angeles, United States

    2 h-index

    6 publications

    7.1K citations

  3. New York University

    New York, United States

    2 h-index

    2 publications

    2.4K citations

  4. Murdoch University

    Perth, Australia

    1 h-index

    3 publications

    90 citations

  5. Wuhan University

    Wuhan, China

    1 h-index

    1 publications

    40 citations

  6. Stony Brook University

    Stony Brook, United States

    1 h-index

    1 publications

    41 citations

  7. Silesian University of Technology

    Gliwice, Poland

    1 h-index

    1 publications

    23 citations

  8. Huawei Technologies (China)

    Shenzhen, China

    1 h-index

    1 publications

    73 citations

1–8 of 45

Venues

  1. arXiv (Cornell University)

    Repository · 3 publications · 756 citations

    4

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 1 publications · 15 citations

    1

    h-index

  3. 1

    h-index

  4. IEEE Access

    1 publications · 23 citations

    1

    h-index

  5. 1

    h-index

1–5