Concepedia

Federated Recommendation

Federated Recommendation is a recommendation paradigm that enables collaborative model training across decentralized user devices or data silos while preserving privacy by avoiding direct data sharing, thereby distinguishing itself from centralized recommendation approaches through its distributed learning architecture and privacy-preserving data locality principle.

126

Publications

6K

Citations

520

Authors

211

Institutions

Publications per year

2017–2026

124

Variants

Federated Recommender Systems

Parents

Publications

126

FedFast: Going Beyond Average for Faster Training of Federated Recommender Systems

Khalil Muhammad, Qinqin Wang, Diarmuid O’Reilly-Morgan et al. · 2020 · 216 citations · Full text

, , +11

Federated Collaborative Filtering for Privacy-Preserving Personalized Recommendation System

Muhammad Ammad-ud-din, Elena Ivannikova, Suleiman A. Khan et al. · arXiv (Cornell University) · 2019 · 215 citations · Full text

, , +16

FedRec: Federated Recommendation With Explicit Feedback

Guanyu Lin, Feng Liang, Weike Pan et al. · IEEE Intelligent Systems · 2020 · 207 citations

, , +15

Federated Social Recommendation with Graph Neural Network

Zhiwei Liu, Liangwei Yang, Ziwei Fan et al. · ACM Transactions on Intelligent Systems and Technology · 2022 · 185 citations · Full text

, , +16

Fast-adapting and privacy-preserving federated recommender system

Qinyong Wang, Hongzhi Yin, Tong Chen et al. · The VLDB Journal · 2021 · 134 citations · Full text

, , +12

1–5 of 126

Authors

520

  1. HY
    Hongzhi Yin

    The University of Queensland, Australia

    11 publications · 703 citations

    11

    h-index

  2. FW
    Fangzhao Wu

    Tsinghua University, China

    9 publications · 450 citations

    9

    h-index

  3. XX
    Xing Xie

    Microsoft Research Asia (China), China

    6 publications · 251 citations

    6

    h-index

  4. YH
    Yongfeng Huang

    Tsinghua University, China

    5 publications · 234 citations

    5

    h-index

  5. CW
    Chuhan Wu

    Tsinghua University, China

    5 publications · 234 citations

    5

    h-index

1–5 of 520

Institutions

211

  1. The University of Queensland

    Brisbane, Australia

    10 h-index

    28 publications

    2.1K citations

  2. Hong Kong University of Science and Technology

    Hong Kong, Hong Kong

    7 h-index

    9 publications

    424 citations

  3. Shandong University

    Jinan, China

    7 h-index

    17 publications

    1.4K citations

  4. Shenzhen University

    Shenzhen, China

    6 h-index

    19 publications

    1.3K citations

  5. Sun Yat-sen University

    Guangzhou, China

    5 h-index

    6 publications

    242 citations

  6. Microsoft Research Asia (China)

    Beijing, China

    5 h-index

    10 publications

    645 citations

  7. Griffith University

    Brisbane, Australia

    5 h-index

    6 publications

    334 citations

  8. Nanjing University of Information Science and Technology

    Nanjing, China

    4 h-index

    6 publications

    250 citations

1–8 of 211

Venues

  1. arXiv (Cornell University)

    Repository · 11 publications · 370 citations

    10

    h-index

  2. IEEE Transactions on Consumer Electronics

    7 publications · 445 citations

    7

    h-index

  3. ACM Transactions on Information Systems

    4 publications · 242 citations

    4

    h-index

  4. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 4 publications · 262 citations

    4

    h-index

  5. IEEE Internet of Things Journal

    5 publications · 140 citations

    4

    h-index

1–5