Concepedia

Task Relatedness Modeling

Task Relatedness Modeling is a computational framework that characterizes the interdependencies among multiple learning tasks by identifying shared structures, statistical relationships, or inductive biases that distinguish it from general multi-task learning approaches.

129

Publications

10.2K

Citations

357

Authors

155

Institutions

Publications per year

2017–2026

58

Parents

Publications

129

Regularized multi--task learning

Theodoros Evgeniou, Massimiliano Pontil · 2004 · 1.5K citations

, , +12

Modeling Task Relationships in Multi-task Learning with Multi-gate Mixture-of-Experts

Jiaqi Ma, Zhe Zhao, Xinyang Yi et al. · 2018 · 1.1K citations · Full text

, , +11

Learning by Doing Something Else: Variation, Relatedness, and the Learning Curve

Melissa A. Schilling, Patricia G. Vidal, Robert E. Ployhart et al. · Management Science · 2003 · 464 citations

, , +17

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

Inducing Crosslingual Distributed Representations of Words

Alexandre Klementiev, Ivan Titov, Binod Bhattarai · 2012 · 373 citations

, , +15

1–5 of 129

Authors

357

  1. YZ
    Yu Zhang

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

    6 publications · 762 citations

    6

    h-index

  2. HD
    Hal Daumé

    University of Maryland, College Park, United States

    4 publications · 236 citations

    4

    h-index

  3. AS
    Anders Søgaard

    University of Copenhagen, Denmark

    4 publications · 398 citations

    4

    h-index

  4. SV
    Stefan Vlaski

    École Polytechnique Fédérale de Lausanne, Switzerland

    4 publications · 173 citations

    4

    h-index

  5. JB
    Joachim Bingel

    University of Copenhagen, Denmark

    4 publications · 398 citations

    4

    h-index

1–5 of 357

Institutions

155

  1. Hong Kong University of Science and Technology

    Hong Kong, Hong Kong

    7 h-index

    12 publications

    1.3K citations

  2. Michigan State University

    East Lansing, United States

    5 h-index

    9 publications

    239 citations

  3. Arizona State University

    Tempe, United States

    5 h-index

    11 publications

    893 citations

  4. University of Science and Technology of China

    Hefei, China

    5 h-index

    10 publications

    329 citations

  5. University of Utah

    Salt Lake City, United States

    4 h-index

    7 publications

    387 citations

  6. École Polytechnique Fédérale de Lausanne

    Lausanne, Switzerland

    4 h-index

    9 publications

    364 citations

  7. Tsinghua University

    Beijing, China

    4 h-index

    8 publications

    719 citations

  8. University of Michigan

    Ann Arbor, United States

    3 h-index

    4 publications

    1.3K citations

1–8 of 155

Venues

  1. arXiv (Cornell University)

    Repository · 16 publications · 886 citations

    12

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 9 publications · 288 citations

    9

    h-index

  3. 6

    h-index

  4. IEEE Transactions on Image Processing

    3 publications · 151 citations

    3

    h-index

  5. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 3 publications · 92 citations

    3

    h-index

1–5