Concepedia

Multi-task Learning For Recommendation

Multi-Task Learning for Recommendation is a recommendation framework that simultaneously models multiple related recommendation tasks within a shared representation space to improve overall performance by leveraging commonalities and task-specific patterns across auxiliary objectives.

108

Publications

6.6K

Citations

461

Authors

139

Institutions

Publications per year

2017–2026

94

Parents

Publications

108

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

Multi-Task Feature Learning for Knowledge Graph Enhanced Recommendation

Hongwei Wang, Fuzheng Zhang, Miao Zhao et al. · 2019 · 551 citations · Full text

, , +16

Personalized task recommendation in crowdsourcing information systems — Current state of the art

David Geiger, Martin Schader · Decision Support Systems · 2014 · 216 citations

, , +13

A New Approach to Collaborative Filtering: Operator Estimation with Spectral Regularization

Jacob Abernethy, Francis Bach, Theodoros Evgeniou et al. · ArXiv.org · 2008 · 214 citations · Full text

, , +12

Explainable Recommendation via Multi-Task Learning in Opinionated Text Data

Nan Wang, Hongning Wang, Yiling Jia et al. · 2018 · 208 citations · Full text

, , +13

1–5 of 108

Authors

461

  1. TC
    Tat‐Seng Chua

    National University of Singapore, Singapore

    4 publications · 189 citations

    4

    h-index

  2. XL
    Xiu Li

    Tsinghua University, China

    3 publications · 116 citations

    3

    h-index

  3. CM
    Chang Meng

    Tsinghua University, China

    3 publications · 116 citations

    3

    h-index

  4. HW
    Haifeng Wang

    Baidu (China), China

    3 publications · 71 citations

    3

    h-index

  5. HW
    Hao Wu

    Yunnan University, China

    3 publications · 111 citations

    3

    h-index

1–5 of 461

Institutions

139

  1. Tsinghua University

    Beijing, China

    12 h-index

    39 publications

    2.5K citations

  2. University of Science and Technology of China

    Hefei, China

    9 h-index

    12 publications

    677 citations

  3. National University of Singapore

    Singapore, Singapore

    8 h-index

    18 publications

    1K citations

  4. Baidu (China)

    Beijing, China

    6 h-index

    20 publications

    945 citations

  5. Beihang University

    Beijing, China

    5 h-index

    9 publications

    379 citations

  6. Shanghai Jiao Tong University

    Shanghai, China

    5 h-index

    15 publications

    1.5K citations

  7. Alibaba Group (China)

    Hangzhou, China

    5 h-index

    21 publications

    660 citations

  8. University of Electronic Science and Technology of China

    Chengdu, China

    4 h-index

    9 publications

    376 citations

1–8 of 139

Venues

  1. arXiv (Cornell University)

    Repository · 5 publications · 98 citations

    5

    h-index

  2. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 5 publications · 372 citations

    5

    h-index

  3. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 4 publications · 379 citations

    4

    h-index

  4. Applied Intelligence

    3 publications · 55 citations

    3

    h-index

  5. ACM Transactions on Information Systems

    3 publications · 110 citations

    3

    h-index

1–5