Concepedia

Memory-augmented Recommendation

Memory-Augmented Recommendation is a recommendation framework that enhances session-based user preference prediction by integrating an explicit memory module to capture and utilize long-term or cross-session behavioral patterns, thereby distinguishing it from models relying solely on short-term sequential dynamics.

38

Publications

2.8K

Citations

162

Authors

85

Institutions

Publications per year

2017–2026

35

Parents

Publications

38

Sequential Recommendation with User Memory Networks

Xu Chen, Hongteng Xu, Yongfeng Zhang et al. · 2018 · 508 citations · Full text

, , +14

A Collaborative Session-based Recommendation Approach with Parallel Memory Modules

Meirui Wang, Pengjie Ren, Lei Mei et al. · 2019 · 279 citations

, , +8

Personal recommender systems for learners in lifelong learning networks: the requirements, techniques and model

Hendrik Drachsler, Hans Hummel, Rob Koper · International Journal of Learning Technology · 2008 · 237 citations · Full text

, , +12

Memory Augmented Graph Neural Networks for Sequential Recommendation

Chen Ma, Liheng Ma, Yingxue Zhang et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2020 · 231 citations · Full text

, , +14

Latent Relational Metric Learning via Memory-based Attention for Collaborative Ranking

2018 · 220 citations · Full text

, , +14

1–5 of 38

Authors

162

  1. MG
    Mingxin Gan

    University of Science and Technology Beijing, China

    2 publications · 37 citations

    2

    h-index

  2. LK
    Liu Ke

    Washington University in St. Louis, United States

    1 publications · 109 citations

    1

    h-index

  3. YZ
    Yongfeng Zhang

    Rutgers, The State University of New Jersey, United States

    1 publications · 508 citations

    1

    h-index

  4. DD
    Daxiang Dong

    Baidu (China), China

    1 publications · 68 citations

    1

    h-index

  5. YW
    Yining Wang

    Carnegie Mellon University, United States

    1 publications · 32 citations

    1

    h-index

1–5 of 162

Institutions

85

  1. Tsinghua University

    Beijing, China

    2 h-index

    7 publications

    2.1K citations

  2. Nanyang Technological University

    Singapore, Singapore

    2 h-index

    5 publications

    479 citations

  3. The University of Queensland

    Brisbane, Australia

    2 h-index

    4 publications

    169 citations

  4. University of Science and Technology Beijing

    Beijing, China

    2 h-index

    4 publications

    65 citations

  5. Earthquake Planning and Protection Organization

    Athens, Greece

    1 h-index

    1 publications

    38 citations

  6. Institute for Complex Systems

    Rome, Italy

    1 h-index

    1 publications

    16 citations

  7. Coventry University

    Coventry, United Kingdom

    1 h-index

    1 publications

    26 citations

  8. Zhejiang University of Science and Technology

    Hangzhou, China

    1 h-index

    4 publications

    152 citations

1–8 of 85

Venues

  1. Expert Systems with Applications

    3 publications · 271 citations

    3

    h-index

  2. Knowledge-Based Systems

    3 publications · 70 citations

    3

    h-index

  3. ISPRS International Journal of Geo-Information

    IJGI · 2 publications · 37 citations

    2

    h-index

  4. Journal of Experimental Child Psychology

    JECP · 1 publications · 17 citations

    1

    h-index

  5. 1

    h-index

1–5