Concepedia

Data-driven Optimization

Data-Driven Optimization is an optimization framework that belongs to the class of methods for decision-making under uncertainty and is distinguished by its reliance on empirical data—rather than explicit probabilistic models or assumptions—to directly inform and shape the optimization process.

597

Publications

34K

Citations

2.3K

Authors

757

Institutions

Publications per year

2017–2026

487

Parents

Publications

597

Data-Driven Distributionally Robust Optimization Using the Wasserstein Metric: Performance Guarantees and Tractable Reformulations

Peyman Mohajerin Esfahani, Daniel Kühn · Infoscience (Ecole Polytechnique Fédérale de Lausanne) · 2017 · 1.8K citations · Full text

, , +17

URetinex-Net: Retinex-based Deep Unfolding Network for Low-light Image Enhancement

Wenhui Wu, Jian Weng, Pingping Zhang et al. · 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) · 2022 · 707 citations

, , +15

Data-Driven Evolutionary Optimization: An Overview and Case Studies

Yaochu Jin, Handing Wang, Tinkle Chugh et al. · IEEE Transactions on Evolutionary Computation · 2018 · 656 citations · Full text

, , +8

Data-driven robust optimization

Dimitris Bertsimas, Vishal Gupta, Nathan Kallus · Mathematical Programming · 2017 · 594 citations

, , +13

Global analysis of protein folding using massively parallel design, synthesis, and testing

Gabriel J. Rocklin, Tamuka M. Chidyausiku, Inna Goreshnik et al. · Science · 2017 · 559 citations

, , +17

1–5 of 597

Authors

2.3K

  1. DB
    Dimitris Bertsimas

    Massachusetts Institute of Technology, United States

    16 publications · 1.6K citations

    14

    h-index

  2. YJ
    Yaochu Jin

    University of Surrey, United Kingdom

    10 publications · 1.7K citations

    10

    h-index

  3. FY
    Fengqi You

    Cornell University, United States

    10 publications · 1.1K citations

    10

    h-index

  4. LZ
    Liang Zhao

    East China University of Science and Technology, China

    10 publications · 395 citations

    10

    h-index

  5. HW
    Handing Wang

    Xidian University, China

    8 publications · 1.6K citations

    8

    h-index

1–5 of 2.3K

Institutions

757

  1. Massachusetts Institute of Technology

    Cambridge, United States

    19 h-index

    45 publications

    3.1K citations

  2. Cornell University

    Ithaca, United States

    19 h-index

    30 publications

    3.6K citations

  3. Tsinghua University

    Beijing, China

    16 h-index

    50 publications

    2.3K citations

  4. Carnegie Mellon University

    Pittsburgh, United States

    13 h-index

    25 publications

    2.7K citations

  5. Shanghai Jiao Tong University

    Shanghai, China

    12 h-index

    28 publications

    1K citations

  6. Texas A&M University

    College Station, United States

    12 h-index

    34 publications

    1.4K citations

  7. Georgia Institute of Technology

    Atlanta, United States

    11 h-index

    39 publications

    1.7K citations

  8. Nanyang Technological University

    Singapore, Singapore

    11 h-index

    20 publications

    1.5K citations

1–8 of 757

Venues

  1. arXiv (Cornell University)

    Repository · 25 publications · 1K citations

    15

    h-index

  2. Computers & Chemical Engineering

    15 publications · 1K citations

    13

    h-index

  3. Management Science

    10 publications · 542 citations

    10

    h-index

  4. Applied Energy

    11 publications · 585 citations

    10

    h-index

  5. Operations Research

    9 publications · 508 citations

    9

    h-index

1–5