Concepedia

User Representation Learning

User Representation Learning is a computational methodology within user modeling that, by contrast to general data representation techniques, specifically focuses on automatically discovering and encoding latent user characteristics from behavioral, demographic, or contextual data into structured, low-dimensional embeddings that preserve predictive and interpretable user traits for downstream personalization tasks.

172

Publications

9.8K

Citations

671

Authors

182

Institutions

Publications per year

2017–2026

142

Parents

Publications

172

A Multi-View Deep Learning Approach for Cross Domain User Modeling in Recommendation Systems

Ali Elkahky, Yang Song, Xiaodong He · 2015 · 725 citations

, , +15

Contrastive Learning for Sequential Recommendation

Xu Xie, Fei Sun, Zhaoyang Liu et al. · 2022 IEEE 38th International Conference on Data Engineering (ICDE) · 2022 · 607 citations · Full text

, , +14

Sequential Recommender System based on Hierarchical Attention Networks

Haochao Ying, Fuzhen Zhuang, Fuzheng Zhang et al. · 2018 · 369 citations · Full text

, , +13

Multi-Interest Network with Dynamic Routing for Recommendation at Tmall

Chao Li, Zhiyuan Liu, Mengmeng Wu et al. · 2019 · 354 citations

, , +12

Neural News Recommendation with Long- and Short-term User Representations

Mingxiao An, Fangzhao Wu, Chuhan Wu et al. · 2019 · 331 citations · Full text

, , +15

1–5 of 172

Authors

671

  1. FW
    Fangzhao Wu

    Tsinghua University, China

    13 publications · 1.3K citations

    12

    h-index

  2. XX
    Xing Xie

    Microsoft Research Asia (China), China

    13 publications · 1.8K citations

    12

    h-index

  3. CW
    Chuhan Wu

    Tsinghua University, China

    12 publications · 1.3K citations

    11

    h-index

  4. YH
    Yongfeng Huang

    Tsinghua University, China

    11 publications · 969 citations

    10

    h-index

  5. MA
    Mingxiao An

    Microsoft Research Asia (China), China

    6 publications · 1K citations

    6

    h-index

1–5 of 671

Institutions

182

  1. Tsinghua University

    Beijing, China

    15 h-index

    33 publications

    2.9K citations

  2. Microsoft Research Asia (China)

    Beijing, China

    15 h-index

    35 publications

    4.6K citations

  3. Tencent (China)

    Shenzhen, China

    13 h-index

    45 publications

    1.9K citations

  4. University of Science and Technology of China

    Hefei, China

    11 h-index

    19 publications

    1.9K citations

  5. University of Electronic Science and Technology of China

    Chengdu, China

    9 h-index

    26 publications

    1.6K citations

  6. Peking University

    Beijing, China

    8 h-index

    14 publications

    2.7K citations

  7. Alibaba Group (China)

    Hangzhou, China

    7 h-index

    38 publications

    7K citations

  8. Hong Kong Polytechnic University

    Hong Kong, Hong Kong

    6 h-index

    17 publications

    460 citations

1–8 of 182

Venues

  1. arXiv (Cornell University)

    Repository · 9 publications · 232 citations

    8

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 8 publications · 318 citations

    7

    h-index

  3. IEEE Access

    4 publications · 112 citations

    4

    h-index

  4. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 4 publications · 181 citations

    4

    h-index

  5. 4

    h-index

1–5