Concepedia

Probabilistic Multi-task Learning

Probabilistic Multi-Task Learning is a multi-task learning framework that belongs to the class of probabilistic models by explicitly modeling task relationships and uncertainties through joint probability distributions over outputs and latent task structures.

35

Publications

1.8K

Citations

117

Authors

64

Institutions

Publications per year

2017–2026

15

Parents

Publications

35

A Bayesian/Information Theoretic Model of Learning to Learn via Multiple Task Sampling

Jonathan Baxter · Machine Learning · 1997 · 469 citations · Full text

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Overconfidence among beginners: Is a little learning a dangerous thing?

Carmen Sanchez, David Dunning · Journal of Personality and Social Psychology · 2017 · 176 citations

, , +10

Multiple Dissociations Between Comorbid Depression and Anxiety on Reward and Punishment Processing: Evidence From Computationally Informed EEG

James F. Cavanagh, Andrew W. Bismark, Michael J. Frank et al. · Computational Psychiatry · 2018 · 139 citations · Full text

, , +16

Probabilistic Multi-Task Learning for Visual Saliency Estimation in Video

Jia Li, Yonghong Tian, Tiejun Huang et al. · International Journal of Computer Vision · 2010 · 137 citations

, , +12

Probabilistic learning of task-specific visual attention

Ali Borji, Dicky N. Sihite, Laurent Itti · 2012 · 121 citations

, , +16

1–5 of 35

Authors

117

  1. YZ
    Yu Zhang

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

    2 publications · 122 citations

    2

    h-index

  2. YY
    Yiming Yang

    Carnegie Mellon University, United States

    2 publications · 151 citations

    2

    h-index

  3. DY
    Dit‐Yan Yeung

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

    2 publications · 122 citations

    2

    h-index

  4. CS
    Carmen Sanchez

    University of Michigan, United States

    1 publications · 176 citations

    1

    h-index

  5. SD
    Suryalok Dash

    Indian Institute of Technology Bhubaneswar, India

    1 publications · 30 citations

    1

    h-index

1–5 of 117

Institutions

64

  1. University of Cambridge

    Cambridge, United Kingdom

    2 h-index

    6 publications

    529 citations

  2. University of Hong Kong

    Pok Fu Lam, Hong Kong

    2 h-index

    4 publications

    300 citations

  3. Carnegie Mellon University

    Pittsburgh, United States

    2 h-index

    7 publications

    488 citations

  4. Hong Kong University of Science and Technology

    Hong Kong, Hong Kong

    2 h-index

    4 publications

    300 citations

  5. University College London

    London, United Kingdom

    2 h-index

    4 publications

    230 citations

  6. Jesse Brown VA Medical Center

    Chicago, United States

    1 h-index

    4 publications

    132 citations

  7. Hong Kong Baptist University

    Hong Kong, Hong Kong

    1 h-index

    1 publications

    33 citations

  8. Radboud University Nijmegen

    Nijmegen, The Netherlands

    1 h-index

    1 publications

    47 citations

1–8 of 64

Venues

  1. arXiv (Cornell University)

    Repository · 4 publications · 132 citations

    4

    h-index

  2. 2

    h-index

  3. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 1 publications · 31 citations

    1

    h-index

  4. 1

    h-index

  5. Scientific Reports

    1 publications · 19 citations

    1

    h-index

1–5