Concepedia

Penalized Optimization

Penalized Optimization is a method in plan optimization that incorporates penalty terms into the objective function to systematically discourage undesirable solution characteristics, thereby differentiating it from other optimization methods by explicitly balancing solution quality against constraint violations or complexity.

475

Publications

26.7K

Citations

933

Authors

492

Institutions

Publications per year

2017–2026

111

Parents

Publications

475

A penalized matrix decomposition, with applications to sparse principal components and canonical correlation analysis

Daniela Witten, Robert Tibshirani, Trevor Hastie · Biostatistics · 2009 · 1.6K citations · Full text

, , +16

Use of a self-adaptive penalty approach for engineering optimization problems

Carlos A. Coello Coello · Computers in Industry · 2000 · 1.3K citations

, , +11

A combined penalty function and outer-approximation method for MINLP optimization

J. Viswanathan, Ignacio E. Grossmann · Computers & Chemical Engineering · 1990 · 749 citations

, , +7

Wedgelets: nearly minimax estimation of edges

David L. Donoho · The Annals of Statistics · 1999 · 642 citations · Full text

, , +14

Scaled sparse linear regression

Tao Sun, C.-H. Zhang · Biometrika · 2012 · 458 citations · Full text

, , +12

1–5 of 475

Authors

933

  1. XY
    Xiaoqi Yang

    Hong Kong Polytechnic University, Hong Kong SAR China

    16 publications · 631 citations

    13

    h-index

  2. SL
    Stefano Lucidi

    Sapienza University of Rome, Italy

    8 publications · 334 citations

    8

    h-index

  3. GD
    Gianni Di Pillo

    Sapienza University of Rome, Italy

    7 publications · 321 citations

    7

    h-index

  4. XH
    Xiaoxu Huang

    Technical University of Denmark, Denmark

    7 publications · 225 citations

    7

    h-index

  5. ZW
    Zhongping Wan

    Wuhan University, China

    7 publications · 203 citations

    7

    h-index

1–5 of 933

Institutions

492

  1. Stanford University

    Stanford, United States

    14 h-index

    28 publications

    7.1K citations

  2. Hong Kong Polytechnic University

    Hong Kong, Hong Kong

    13 h-index

    22 publications

    720 citations

  3. Centre National de la Recherche Scientifique

    Paris, France

    10 h-index

    19 publications

    1.6K citations

  4. Sapienza University of Rome

    Rome, Italy

    10 h-index

    19 publications

    746 citations

  5. Wuhan University

    Wuhan, China

    9 h-index

    21 publications

    637 citations

  6. University of California, Berkeley

    Berkeley, United States

    8 h-index

    18 publications

    943 citations

  7. Curtin University

    Perth, Australia

    8 h-index

    14 publications

    785 citations

  8. Chongqing Normal University

    Chongqing, China

    7 h-index

    6 publications

    212 citations

1–8 of 492

Venues

  1. Mathematical Programming

    29 publications · 2.6K citations

    23

    h-index

  2. Journal of Optimization Theory and Applications

    32 publications · 1.2K citations

    21

    h-index

  3. SIAM Journal on Optimization

    23 publications · 1.8K citations

    20

    h-index

  4. arXiv (Cornell University)

    Repository · 16 publications · 410 citations

    13

    h-index

  5. Journal of Global Optimization

    11 publications · 635 citations

    11

    h-index

1–5