Concepedia

Multivariate Time Series Classification

Multivariate Time Series Classification is a time series classification task that involves assigning class labels to temporal sequences composed of multiple interrelated variables observed over time, distinguishing it from univariate variants by exploiting the joint dynamics across multiple channels.

308

Publications

20K

Citations

1K

Authors

411

Institutions

Publications per year

2017–2026

204

Parents

Publications

308

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

Multivariate LSTM-FCNs for time series classification

Fazle Karim, Somshubra Majumdar, Houshang Darabi et al. · Neural Networks · 2019 · 1.1K citations · Full text

, , +10

Early Detection of Fake News on Social Media Through Propagation Path Classification with Recurrent and Convolutional Networks

Yang Liu, Yi-Fang Wu · Proceedings of the AAAI Conference on Artificial Intelligence · 2018 · 646 citations · Full text

, , +11

Learning to Diagnose with LSTM Recurrent Neural Networks

Zachary C. Lipton, David C. Kale, Charles Elkan et al. · arXiv (Cornell University) · 2015 · 520 citations · Full text

, , +16

TapNet: Multivariate Time Series Classification with Attentional Prototypical Network

Xuchao Zhang, Yifeng Gao, Jessica Lin et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2020 · 321 citations · Full text

, , +16

1–5 of 308

Authors

1K

  1. GH
    Guoliang He

    Wuhan University, China

    8 publications · 244 citations

    8

    h-index

  2. YS
    Yuval Shaḥar

    Ben-Gurion University of the Negev, Israel

    4 publications · 367 citations

    4

    h-index

  3. MG
    Mohamed Ghalwash

    Ain Shams University, Egypt

    4 publications · 215 citations

    4

    h-index

  4. AB
    Anthony Bagnall

    University of East Anglia, United Kingdom

    4 publications · 246 citations

    4

    h-index

  5. ZO
    Zoran Obradović

    Temple University, United States

    4 publications · 215 citations

    4

    h-index

1–5 of 1K

Institutions

411

  1. Wuhan University

    Wuhan, China

    8 h-index

    31 publications

    1.1K citations

  2. Monash University

    Melbourne, Australia

    7 h-index

    15 publications

    1.2K citations

  3. University of Southern California

    Los Angeles, United States

    6 h-index

    17 publications

    7.8K citations

  4. Nanyang Technological University

    Singapore, Singapore

    5 h-index

    7 publications

    670 citations

  5. Chongqing University

    Chongqing, China

    4 h-index

    15 publications

    787 citations

  6. Beijing Jiaotong University

    Beijing, China

    4 h-index

    11 publications

    306 citations

  7. Ben-Gurion University of the Negev

    Beersheba, Israel

    4 h-index

    9 publications

    720 citations

  8. Centre National de la Recherche Scientifique

    Paris, France

    4 h-index

    9 publications

    488 citations

1–8 of 411

Venues

  1. arXiv (Cornell University)

    Repository · 20 publications · 1.6K citations

    15

    h-index

  2. Expert Systems with Applications

    11 publications · 545 citations

    11

    h-index

  3. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 8 publications · 1.3K citations

    8

    h-index

  4. Data Mining and Knowledge Discovery

    7 publications · 758 citations

    7

    h-index

  5. Knowledge-Based Systems

    6 publications · 327 citations

    6

    h-index

1–5