Concepedia

Approximate Machine Learning

Approximate Machine Learning is a machine learning methodology that belongs to the class of computational techniques designed for scalable and efficient learning from large-scale data, differentiated by its deliberate trade-off of precision for computational efficiency through controlled approximations in model training, inference, or data representation.

118

Publications

11.4K

Citations

340

Authors

157

Institutions

Publications per year

2017–2026

57

Parents

Publications

118

On the approximate realization of continuous mappings by neural networks

Ken-ichi Funahashi · Neural Networks · 1989 · 4.2K citations

, , +13

Neural Acceleration for General-Purpose Approximate Programs

Hadi Esmaeilzadeh, Adrian Sampson, Luís Ceze et al. · 2012 · 624 citations

, , +16

Maxout Networks

Ian Goodfellow, David Warde-Farley, Mehdi Mirza et al. · 2013 · 607 citations

, , +12

Maxout Networks

Ian Goodfellow, David Warde-Farley, Mehdi Mirza et al. · 2013 · 451 citations

, , +12

Universal Approximation of Extreme Learning Machine With Adaptive Growth of Hidden Nodes

Rui Zhang, Yuan Lan, Guang-Bin Huang et al. · IEEE Transactions on Neural Networks and Learning Systems · 2012 · 217 citations

, , +10

1–5 of 118

Authors

340

  1. LC
    Luís Ceze

    University of Washington, United States

    3 publications · 752 citations

    3

    h-index

  2. HE
    Hadi Esmaeilzadeh

    Georgia Institute of Technology, United States

    3 publications · 752 citations

    3

    h-index

  3. DB
    Doug Burger

    The University of Texas at Austin, United States

    3 publications · 752 citations

    3

    h-index

  4. AS
    Adrian Sampson

    University of Washington, United States

    3 publications · 752 citations

    3

    h-index

  5. PL
    Pier Luca Lanzi

    Politecnico di Milano, Italy

    3 publications · 209 citations

    3

    h-index

1–5 of 340

Institutions

157

  1. University of Washington

    Seattle, United States

    5 h-index

    11 publications

    2.3K citations

  2. University of Genoa

    Genoa, Italy

    4 h-index

    15 publications

    392 citations

  3. Politecnico di Milano

    Milan, Italy

    3 h-index

    4 publications

    231 citations

  4. Microsoft (United States)

    Redmond, United States

    3 h-index

    3 publications

    752 citations

  5. Nanyang Technological University

    Singapore, Singapore

    3 h-index

    8 publications

    1.2K citations

  6. University of Toronto

    Toronto, Canada

    3 h-index

    6 publications

    615 citations

  7. The University of Texas at Austin

    Austin, United States

    3 h-index

    7 publications

    89 citations

  8. Washington University in St. Louis

    St Louis, United States

    3 h-index

    10 publications

    400 citations

1–8 of 157

Venues

  1. arXiv (Cornell University)

    Repository · 11 publications · 302 citations

    10

    h-index

  2. IEEE Transactions on Neural Networks

    3 publications · 116 citations

    3

    h-index

  3. Neurocomputing

    3 publications · 119 citations

    3

    h-index

  4. 3

    h-index

  5. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 3 publications · 143 citations

    3

    h-index

1–5