Concepedia

Sparse Multi-task Learning

Sparse Multi-Task Learning is a multi-task learning framework that enforces sparsity in the shared representation or parameter structure to simultaneously promote model simplicity and task-specific feature selection by identifying and leveraging only the most relevant parameters across related tasks.

86

Publications

6.2K

Citations

285

Authors

133

Institutions

Publications per year

2017–2026

44

Parents

Publications

86

Robust visual tracking via multi-task sparse learning

Tianzhu Zhang, Bernard Ghanem, Si Liu et al. · 2012 · 660 citations

, , +14

Robust Visual Tracking via Structured Multi-Task Sparse Learning

Tianzhu Zhang, Bernard Ghanem, Si Liu et al. · International Journal of Computer Vision · 2012 · 434 citations

, , +13

Learning active facial patches for expression analysis

Lin Zhong, Qingshan Liu, Peng Yang et al. · 2012 · 374 citations

, , +14

Lung and Pancreatic Tumor Characterization in the Deep Learning Era: Novel Supervised and Unsupervised Learning Approaches

Sarfaraz Hussein, Pujan Kandel, Candice W. Bolan et al. · IEEE Transactions on Medical Imaging · 2019 · 286 citations · Full text

, , +17

Learning Task Grouping and Overlap in Multi-task Learning

Abhishek Kumar, Hal Daumé · arXiv (Cornell University) · 2012 · 253 citations · Full text

, , +16

1–5 of 86

Authors

285

  1. AJ
    Andrew J. Saykin

    Indiana University – Purdue University Indianapolis, United States

    8 publications · 510 citations

    8

    h-index

  2. LS
    Li Shen

    Indiana University – Purdue University Indianapolis, United States

    8 publications · 510 citations

    8

    h-index

  3. SL
    Shannon L. Risacher

    Indiana University – Purdue University Indianapolis, United States

    7 publications · 482 citations

    7

    h-index

  4. DS
    Dinggang Shen

    University of North Carolina at Chapel Hill, United States

    5 publications · 498 citations

    5

    h-index

  5. KL
    Kefei Liu

    University of Pennsylvania, United States

    5 publications · 213 citations

    5

    h-index

1–5 of 285

Institutions

133

  1. Indiana University – Purdue University Indianapolis

    Indianapolis, United States

    6 h-index

    19 publications

    1.7K citations

  2. Northwestern Polytechnical University

    Xi'an, China

    6 h-index

    17 publications

    608 citations

  3. University of North Carolina at Chapel Hill

    Chapel Hill, United States

    5 h-index

    12 publications

    1.1K citations

  4. University of Pennsylvania

    Philadelphia, United States

    5 h-index

    16 publications

    667 citations

  5. Indiana University School of Medicine

    Indianapolis, United States

    4 h-index

    12 publications

    1.2K citations

  6. Arizona State University

    Tempe, United States

    4 h-index

    10 publications

    1.2K citations

  7. Xidian University

    Xi'an, China

    4 h-index

    8 publications

    633 citations

  8. Chinese Academy of Sciences

    Beijing, China

    4 h-index

    7 publications

    788 citations

1–8 of 133

Venues

  1. arXiv (Cornell University)

    Repository · 6 publications · 327 citations

    6

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 5 publications · 325 citations

    5

    h-index

  3. IEEE Transactions on Cybernetics

    4 publications · 411 citations

    4

    h-index

  4. Bioinformatics

    4 publications · 285 citations

    4

    h-index

  5. Pattern Recognition

    3 publications · 137 citations

    3

    h-index

1–5