Concepedia

Sparsity Induction

Sparsity Induction is a model regularization technique that belongs to the genus of structural optimization methods in machine learning, distinguished by its deliberate enforcement of reduced parameter connectivity or feature activation to enhance interpretability, efficiency, and generalization in neural network pruning.

476

Publications

38.4K

Citations

1.8K

Authors

571

Institutions

Publications per year

2017–2026

231

Parents

Publications

476

Enhancing Sparsity by Reweighted ℓ 1 Minimization

Emmanuel J. Candès, Michael B. Wakin, Stephen Boyd · Journal of Fourier Analysis and Applications · 2008 · 4.9K citations

, , +6

Image Deblurring and Super-Resolution by Adaptive Sparse Domain Selection and Adaptive Regularization

IEEE Transactions on Image Processing · 2011 · 1.1K citations · Full text

, , +14

Image Deblurring and Super-resolution by Adaptive Sparse Domain Selection and Adaptive Regularization

Weisheng Dong, Lei Zhang, Guangming Shi · 2011 · 1.1K citations

, , +14

Large Covariance Estimation by Thresholding Principal Orthogonal Complements

Jianqing Fan, Yuan Liao, Martina Mincheva · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2013 · 927 citations · Full text

, , +15

Ad click prediction

H. Brendan McMahan, Gary D. Holt, D. Sculley et al. · 2013 · 880 citations · Full text

, , +17

1–5 of 476

Authors

1.8K

  1. FB
    Francis Bach

    Institut national de recherche en sciences et technologies du numérique, France

    9 publications · 1.4K citations

    9

    h-index

  2. EP
    Eric P. Xing

    Carnegie Mellon University, United States

    8 publications · 928 citations

    8

    h-index

  3. SY
    Se Young Kim

    Catholic University of Korea, South Korea

    6 publications · 896 citations

    6

    h-index

  4. GO
    Guillaume Obozinski

    Institut national de recherche en sciences et technologies du numérique, France

    5 publications · 361 citations

    5

    h-index

  5. JY
    Jieping Ye

    Arizona State University, United States

    5 publications · 530 citations

    5

    h-index

1–5 of 1.8K

Institutions

571

  1. Tsinghua University

    Beijing, China

    14 h-index

    47 publications

    2.1K citations

  2. Carnegie Mellon University

    Pittsburgh, United States

    12 h-index

    32 publications

    3.1K citations

  3. Institut national de recherche en sciences et technologies du numérique

    Le Chesnay-Rocquencourt, France

    12 h-index

    24 publications

    3.4K citations

  4. Massachusetts Institute of Technology

    Cambridge, United States

    11 h-index

    22 publications

    1.3K citations

  5. Chinese Academy of Sciences

    Beijing, China

    10 h-index

    24 publications

    2.5K citations

  6. Stanford University

    Stanford, United States

    10 h-index

    32 publications

    10K citations

  7. University of Michigan

    Ann Arbor, United States

    10 h-index

    17 publications

    947 citations

  8. University of Illinois Urbana-Champaign

    Urbana, United States

    9 h-index

    17 publications

    2K citations

1–8 of 571

Venues

  1. arXiv (Cornell University)

    Repository · 63 publications · 3.9K citations

    29

    h-index

  2. Signal Processing

    9 publications · 264 citations

    9

    h-index

  3. IEEE Access

    7 publications · 181 citations

    7

    h-index

  4. IEEE Transactions on Image Processing

    7 publications · 1.8K citations

    7

    h-index

  5. Journal of the American Statistical Association

    7 publications · 1.2K citations

    7

    h-index

1–5