Concepedia

Model-based Aggregation

Model-Based Aggregation is a state aggregation method that employs an explicitly defined computational or mathematical model to structure and guide the grouping of states based on learned or assumed system dynamics, distinguishing it from heuristic or data-driven approaches.

127

Publications

8.5K

Citations

452

Authors

206

Institutions

Publications per year

2017–2026

70

Parents

Publications

127

Federated Learning via Over-the-Air Computation

Kai Yang, Tao Jiang, Yuanming Shi et al. · IEEE Transactions on Wireless Communications · 2020 · 1K citations

, , +14

Aggregation of Variables in Dynamic Systems

Herbert A. Simon, Albert Ando · Econometrica · 1961 · 570 citations

, , +12

HFEL: Joint Edge Association and Resource Allocation for Cost-Efficient Hierarchical Federated Edge Learning

Siqi Luo, Xu Chen, Qiong Wu et al. · IEEE Transactions on Wireless Communications · 2020 · 427 citations

, , +13

Turbo-Aggregate: Breaking the Quadratic Aggregation Barrier in Secure Federated Learning

Jinhyun So, Başak Güler, A. Salman Avestimehr · IEEE Journal on Selected Areas in Information Theory · 2021 · 296 citations

, , +16

Dynamic Aggregation of Generating Unit Models

A. Germond, Robin Podmore · IEEE Transactions on Power Apparatus and Systems · 1978 · 213 citations · Full text

, , +5

1–5 of 127

Authors

452

  1. YS
    Yuanming Shi

    ShanghaiTech University, China

    5 publications · 1.3K citations

    5

    h-index

  2. KY
    Kai Yang

    ShanghaiTech University, China

    4 publications · 1.3K citations

    4

    h-index

  3. YZ
    Yong Zhou

    ShanghaiTech University, China

    3 publications · 264 citations

    3

    h-index

  4. ZZ
    Zhi Zhou

    Sun Yat-sen University, China

    3 publications · 525 citations

    3

    h-index

  5. XC
    Xu Chen

    Sun Yat-sen University, China

    3 publications · 525 citations

    3

    h-index

1–5 of 452

Institutions

206

  1. Tsinghua University

    Beijing, China

    6 h-index

    19 publications

    1.7K citations

  2. ShanghaiTech University

    Shanghai, China

    4 h-index

    16 publications

    4.2K citations

  3. Sun Yat-sen University

    Guangzhou, China

    4 h-index

    17 publications

    2.8K citations

  4. Singapore University of Technology and Design

    Singapore, Singapore

    3 h-index

    4 publications

    219 citations

  5. University of Southern California

    Los Angeles, United States

    3 h-index

    8 publications

    710 citations

  6. Xiamen University

    Xiamen, China

    3 h-index

    4 publications

    281 citations

  7. Beijing University of Posts and Telecommunications

    Beijing, China

    3 h-index

    9 publications

    361 citations

  8. Guangzhou University

    Guangzhou, China

    3 h-index

    9 publications

    991 citations

1–8 of 206

Venues

  1. arXiv (Cornell University)

    Repository · 7 publications · 182 citations

    7

    h-index

  2. IEEE Transactions on Wireless Communications

    5 publications · 1.6K citations

    5

    h-index

  3. IEEE Internet of Things Journal

    5 publications · 274 citations

    5

    h-index

  4. IEEE Transactions on Power Systems

    3 publications · 134 citations

    3

    h-index

  5. Electronics Letters

    3 publications · 55 citations

    3

    h-index

1–5