Concepedia

Low-rank Multi-task Learning

Low-Rank Multi-Task Learning is a multi-task learning framework that leverages a low-rank assumption on the parameter space to model task relatedness by capturing shared structures among tasks through a compressed, lower-dimensional representation.

39

Publications

5.2K

Citations

129

Authors

76

Institutions

Publications per year

2017–2026

22

Parents

Publications

39

A Survey on Multi-Task Learning

Yu Zhang, Qiang Yang · IEEE Transactions on Knowledge and Data Engineering · 2021 · 2.2K citations

, , +16

A Survey on Multi-Task Learning

Yu Zhang, Qiang Yang · arXiv (Cornell University) · 2017 · 621 citations · Full text

, , +16

Hierarchical Clustering Multi-Task Learning for Joint Human Action Grouping and Recognition

An-An Liu, Yuting Su, Weizhi Nie et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2016 · 390 citations

, , +15

Integrating low-rank and group-sparse structures for robust multi-task learning

Jianhui Chen, Jiayu Zhou, Jieping Ye · 2011 · 319 citations

, , +10

Multimodal Face-Pose Estimation With Multitask Manifold Deep Learning

Chaoqun Hong, Jun Yu, Jian Zhang et al. · IEEE Transactions on Industrial Informatics · 2018 · 309 citations

, , +15

1–5 of 39

Authors

129

  1. JZ
    Jiayu Zhou

    Michigan State University, United States

    4 publications · 425 citations

    4

    h-index

  2. JY
    Jieping Ye

    Arizona State University, United States

    4 publications · 586 citations

    4

    h-index

  3. YZ
    Yu Zhang

    Hong Kong University of Science and Technology, Hong Kong SAR China

    3 publications · 2.9K citations

    3

    h-index

  4. WG
    Wen Gao

    Peking University, China

    2 publications · 321 citations

    2

    h-index

  5. QT
    Qi Tian

    The University of Texas at San Antonio, United States

    2 publications · 321 citations

    2

    h-index

1–5 of 129

Institutions

76

  1. Chinese Academy of Sciences

    Beijing, China

    4 h-index

    10 publications

    193 citations

  2. Arizona State University

    Tempe, United States

    3 h-index

    9 publications

    1.6K citations

  3. Michigan State University

    East Lansing, United States

    3 h-index

    5 publications

    158 citations

  4. Tokyo Institute of Technology

    Tokyo, Japan

    3 h-index

    4 publications

    115 citations

  5. University of Maryland, College Park

    College Park, United States

    3 h-index

    5 publications

    675 citations

  6. The University of Texas at San Antonio

    San Antonio, United States

    3 h-index

    3 publications

    347 citations

  7. Hong Kong University of Science and Technology

    Hong Kong, Hong Kong

    3 h-index

    4 publications

    3.5K citations

  8. University of Chinese Academy of Sciences

    Beijing, China

    2 h-index

    3 publications

    67 citations

1–8 of 76

Venues

  1. Remote Sensing

    4 publications · 128 citations

    4

    h-index

  2. arXiv (Cornell University)

    Repository · 3 publications · 670 citations

    3

    h-index

  3. 2

    h-index

  4. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 2 publications · 2.2K citations

    2

    h-index

  5. Computational Intelligence and Neuroscience

    1 publications · 12 citations

    1

    h-index

1–5