Concepedia

Distributed Machine Learning

Distributed Machine Learning is a subfield of Scalable Machine Learning that leverages distributed computing systems to parallelize and coordinate the training and inference processes of machine learning models across multiple interconnected nodes or devices, thereby enabling efficient processing of large-scale datasets and models.

2.1K

Publications

171.1K

Citations

6.6K

Authors

1.5K

Institutions

Publications per year

2017–2026

1.5K

Variants

Distributed Ml

Parents

Publications

2.1K

Distributed Optimization and Statistical Learning via the Alternating Direction Method of Multipliers

Stephen Boyd · Foundations and Trends® in Machine Learning · 2011 · 16K citations

, , +13

TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems

Martı́n Abadi, Ashish Agarwal, Paul Barham et al. · arXiv (Cornell University) · 2016 · 9.8K citations · Full text

, , +13

Large Scale Distributed Deep Networks

Jay B. Dean, Greg S. Corrado, Rajat Monga et al. · 2012 · 2.9K citations

, , +17

Solving Multiclass Learning Problems via Error-Correcting Output Codes

Tom Dietterich, Ghulum Bakiri · Journal of Artificial Intelligence Research · 1995 · 2.7K citations · Full text

, , +14

Federated Learning With Differential Privacy: Algorithms and Performance Analysis

Kang Wei, Jun Li, Ming Ding et al. · IEEE Transactions on Information Forensics and Security · 2020 · 2.2K citations · Full text

, , +17

1–5 of 2.1K

Authors

6.6K

  1. ZH
    Zhu Han

    University of Houston, United States

    18 publications · 2.1K citations

    17

    h-index

  2. HV
    H. Vincent Poor

    Princeton University, United States

    18 publications · 3.7K citations

    16

    h-index

  3. EP
    Eric P. Xing

    Carnegie Mellon University, United States

    22 publications · 2K citations

    16

    h-index

  4. QH
    Qirong Ho

    Carnegie Mellon University, United States

    17 publications · 1.3K citations

    15

    h-index

  5. MJ
    Martin Jaggi

    École Polytechnique Fédérale de Lausanne, Switzerland

    20 publications · 1.4K citations

    15

    h-index

1–5 of 6.6K

Institutions

1.5K

  1. Carnegie Mellon University

    Pittsburgh, United States

    35 h-index

    172 publications

    26.7K citations

  2. University of California, Berkeley

    Berkeley, United States

    26 h-index

    132 publications

    16.6K citations

  3. Zhejiang University

    Hangzhou, China

    24 h-index

    57 publications

    2.8K citations

  4. Tsinghua University

    Beijing, China

    23 h-index

    113 publications

    8K citations

  5. Hong Kong University of Science and Technology

    Hong Kong, Hong Kong

    23 h-index

    58 publications

    3K citations

  6. ETH Zurich

    Zurich, Switzerland

    22 h-index

    62 publications

    4.4K citations

  7. University of Hong Kong

    Pok Fu Lam, Hong Kong

    22 h-index

    39 publications

    3.1K citations

  8. Google (United States)

    Mountain View, United States

    22 h-index

    101 publications

    48.4K citations

1–8 of 1.5K

Venues

  1. arXiv (Cornell University)

    Repository · 354 publications · 37.7K citations

    74

    h-index

  2. IEEE Transactions on Signal Processing

    40 publications · 3.9K citations

    25

    h-index

  3. IEEE Internet of Things Journal

    32 publications · 3.3K citations

    24

    h-index

  4. IEEE Access

    37 publications · 1.5K citations

    23

    h-index

  5. IEEE Transactions on Parallel and Distributed Systems

    TPDS · 28 publications · 2.4K citations

    20

    h-index

1–5