Concepedia

Multivariate Representation Learning

Multivariate Representation Learning is a machine learning framework that learns latent feature embeddings from multivariate time series data by jointly modeling the interdependencies among multiple correlated variables over time to improve classification performance.

115

Publications

6.8K

Citations

388

Authors

196

Institutions

Publications per year

2017–2026

63

Parents

Publications

115

Multivariate LSTM-FCNs for time series classification

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

, , +10

Feature selection for multi-label classification using multivariate mutual information

Jaesung Lee, Dae‐Won Kim · Pattern Recognition Letters · 2012 · 316 citations

, , +16

Time Series Classification With Multivariate Convolutional Neural Network

Chien‐Liang Liu, Wen-Hoar Hsaio, Yao-Chung Tu · IEEE Transactions on Industrial Electronics · 2018 · 311 citations

, , +15

Modern Multivariate Statistical Techniques: Regression, Classification and Manifold Learning

John H. Maindonald · Journal of Statistical Software · 2009 · 263 citations · Full text

, , +12

Multiple convolutional neural networks for multivariate time series prediction

Kang Wang, Kenli Li, Liqian Zhou et al. · Neurocomputing · 2019 · 228 citations

, , +13

1–5 of 115

Authors

388

  1. RJ
    Robert Jenssen

    UiT The Arctic University of Norway, Norway

    4 publications · 387 citations

    4

    h-index

  2. YL
    Yan Liu

    Hong Kong Polytechnic University, Hong Kong SAR China

    4 publications · 131 citations

    3

    h-index

  3. FM
    Filippo Maria Bianchi

    UiT The Arctic University of Norway, Norway

    3 publications · 285 citations

    3

    h-index

  4. KØ
    Karl Øyvind Mikalsen

    UiT The Arctic University of Norway, Norway

    2 publications · 164 citations

    2

    h-index

  5. QB
    Quentin Barthélemy

    GIPSA-Lab, France

    2 publications · 84 citations

    2

    h-index

1–5 of 388

Institutions

196

  1. UiT The Arctic University of Norway

    Tromsø, Norway

    4 h-index

    12 publications

    1.1K citations

  2. Zhejiang University

    Hangzhou, China

    4 h-index

    11 publications

    248 citations

  3. Korea University

    Seoul, South Korea

    3 h-index

    7 publications

    202 citations

  4. University of Southern California

    Los Angeles, United States

    3 h-index

    10 publications

    471 citations

  5. Nanjing University of Science and Technology

    Nanjing, China

    3 h-index

    13 publications

    166 citations

  6. GIPSA-Lab

    Grenoble, France

    3 h-index

    6 publications

    159 citations

  7. University College London

    London, United Kingdom

    3 h-index

    5 publications

    204 citations

  8. Centre National de la Recherche Scientifique

    Paris, France

    3 h-index

    7 publications

    143 citations

1–8 of 196

Venues

  1. Pattern Recognition

    7 publications · 338 citations

    7

    h-index

  2. arXiv (Cornell University)

    Repository · 5 publications · 251 citations

    5

    h-index

  3. Expert Systems with Applications

    5 publications · 110 citations

    5

    h-index

  4. Neurocomputing

    4 publications · 381 citations

    4

    h-index

  5. Pattern Recognition Letters

    3 publications · 619 citations

    3

    h-index

1–5