Concepedia

Parallel Optimization

Parallel Optimization is a computational strategy within optimization algorithms that belongs to the class of distributed or concurrent methods, distinguished by its ability to simultaneously evaluate multiple operations or search directions across different processing units to accelerate convergence in machine learning problems.

1.1K

Publications

74.9K

Citations

3K

Authors

988

Institutions

Publications per year

2017–2026

348

Parents

Publications

1.1K

On the limited memory BFGS method for large scale optimization

Jorge Nocedal · Mathematical Programming · 1989 · 8.5K citations

, , +12

An overview of gradient descent optimization algorithms

Sebastian Ruder · arXiv (Cornell University) · 2016 · 4.8K citations · Full text

, , +15

Pymoo: Multi-Objective Optimization in Python

Julian Blank, Kalyanmoy Deb · IEEE Access · 2020 · 2.1K citations · Full text

, , +15

Optimization by Direct Search: New Perspectives on Some Classical and Modern Methods

Tamara G. Kolda, Robert Michael Lewis, Virginia Torczon · SIAM Review · 2003 · 1.6K citations

, , +13

HOGWILD!: A Lock-Free Approach to Parallelizing Stochastic Gradient Descent

Feng Niu, Benjamin Recht, Christopher Ré et al. · arXiv (Cornell University) · 2011 · 1.2K citations · Full text

, , +17

1–5 of 1.1K

Authors

3K

  1. PR
    Peter Richtárik

    University of Edinburgh, United Kingdom

    14 publications · 1.3K citations

    13

    h-index

  2. MT
    Martin Takáč

    Lehigh University, United States

    12 publications · 1K citations

    11

    h-index

  3. GS
    Gesualdo Scutari

    Sapienza University of Rome, Italy

    12 publications · 883 citations

    11

    h-index

  4. FF
    Francisco Facchinei

    Sapienza University of Rome, Italy

    11 publications · 777 citations

    10

    h-index

  5. JP
    Jeng‐Shyang Pan

    Shandong University of Science and Technology, China

    8 publications · 461 citations

    8

    h-index

1–5 of 3K

Institutions

988

  1. University of Edinburgh

    Edinburgh, United Kingdom

    16 h-index

    24 publications

    2.2K citations

  2. Stanford University

    Stanford, United States

    14 h-index

    43 publications

    2.9K citations

  3. Centre National de la Recherche Scientifique

    Paris, France

    13 h-index

    37 publications

    2K citations

  4. Carnegie Mellon University

    Pittsburgh, United States

    13 h-index

    32 publications

    2.2K citations

  5. Dalian University of Technology

    Dalian, China

    12 h-index

    42 publications

    1.2K citations

  6. Universidad de Málaga

    Málaga, Spain

    12 h-index

    26 publications

    1.6K citations

  7. ETH Zurich

    Zurich, Switzerland

    11 h-index

    22 publications

    861 citations

  8. Argonne National Laboratory

    Lemont, United States

    11 h-index

    33 publications

    895 citations

1–8 of 988

Venues

  1. arXiv (Cornell University)

    Repository · 99 publications · 10.1K citations

    36

    h-index

  2. SIAM Journal on Optimization

    23 publications · 1.6K citations

    18

    h-index

  3. Parallel Computing

    24 publications · 1.6K citations

    17

    h-index

  4. Structural and Multidisciplinary Optimization

    18 publications · 795 citations

    14

    h-index

  5. IEEE Transactions on Parallel and Distributed Systems

    TPDS · 14 publications · 869 citations

    13

    h-index

1–5