Concepedia

High-dimensional Overfitting

High-Dimensional Overfitting is a type of model overfitting that occurs when a learning algorithm captures noise or spurious correlations in high-dimensional feature spaces, leading to poor generalization despite good fit on training data.

66

Publications

7.5K

Citations

218

Authors

113

Institutions

Publications per year

2017–2026

46

Parents

Publications

66

Double/debiased machine learning for treatment and structural parameters

Victor Chernozhukov, Denis Chetverikov, Mert Demirer et al. · Econometrics Journal · 2017 · 2.5K citations · Full text

, , +12

High-resolution noise substitution to measure overfitting and validate resolution in 3D structure determination by single particle electron cryomicroscopy

Shaoxia Chen, Greg McMullan, A.R. Faruqi et al. · Ultramicroscopy · 2013 · 1.1K citations · Full text

, , +16

High-Dimensional Methods and Inference on Structural and Treatment Effects

Alexandre Belloni, Victor Chernozhukov, Christian Hansen · The Journal of Economic Perspectives · 2014 · 716 citations · Full text

, , +15

Overfitting in prediction models – Is it a problem only in high dimensions?

Jyothi Subramanian, Richard Simon · Contemporary Clinical Trials · 2013 · 214 citations

, , +13

Genetic programming for feature construction and selection in classification on high-dimensional data

Binh Tran, Bing Xue, Mengjie Zhang · Memetic Computing · 2015 · 212 citations

, , +16

1–5 of 66

Authors

218

  1. CH
    Christian Hansen

    University of Chicago, United States

    2 publications · 3.2K citations

    2

    h-index

  2. PP
    Partha P. Mitra

    Cold Spring Harbor Laboratory, United States

    2 publications · 172 citations

    2

    h-index

  3. MN
    Masaya Nakata

    Yokohama National University, Japan

    1 publications · 127 citations

    2

    h-index

  4. BX
    Bing Xue

    Victoria University of Wellington, New Zealand

    2 publications · 249 citations

    2

    h-index

  5. KM
    Kezhi Mao

    Nanyang Technological University, Singapore

    2 publications · 32 citations

    2

    h-index

1–5 of 218

Institutions

113

  1. Massachusetts Institute of Technology

    Cambridge, United States

    4 h-index

    8 publications

    11K citations

  2. Harvard University

    Cambridge, United States

    3 h-index

    7 publications

    2.8K citations

  3. Nanyang Technological University

    Singapore, Singapore

    3 h-index

    6 publications

    106 citations

  4. Brigham and Women's Hospital

    Boston, United States

    2 h-index

    6 publications

    333 citations

  5. Google (United States)

    Mountain View, United States

    2 h-index

    3 publications

    100 citations

  6. Victoria University of Wellington

    Wellington, New Zealand

    2 h-index

    6 publications

    747 citations

  7. National Cancer Institute

    Bethesda, United States

    2 h-index

    3 publications

    294 citations

  8. Yokohama National University

    Yokohama, Japan

    2 h-index

    2 publications

    254 citations

1–8 of 113

Venues

  1. arXiv (Cornell University)

    Repository · 6 publications · 274 citations

    6

    h-index

  2. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 2 publications · 35 citations

    2

    h-index

  3. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 1 publications · 175 citations

    2

    h-index

  4. 2

    h-index

  5. Journal of Computational Biology

    1 publications · 23 citations

    1

    h-index

1–5