Concepedia

Early Stopping

Early Stopping is a regularization technique in machine learning that halts the training process prematurely based on the performance on a validation set to prevent overfitting by avoiding excessive iterations that lead to model specialization on training data.

582

Publications

42K

Citations

1.8K

Authors

749

Institutions

Publications per year

2017–2026

242

Parents

Publications

582

Unbiased Recursive Partitioning: A Conditional Inference Framework

Torsten Hothorn, Kurt Hornik, Achim Zeileis · Journal of Computational and Graphical Statistics · 2006 · 4.1K citations · Full text

, , +15

An Overview of Overfitting and its Solutions

Ying Xue · Journal of Physics Conference Series · 2019 · 2.2K citations · Full text

, , +11

On Early Stopping in Gradient Descent Learning

Yuan Yao, Lorenzo Rosasco, Andrea Caponnetto · Constructive Approximation · 2007 · 999 citations

, , +14

Automatic early stopping using cross validation: quantifying the criteria

Lutz Prechelt · Neural Networks · 1998 · 984 citations

, , +5

A faster circular binary segmentation algorithm for the analysis of array CGH data

E. S. Venkatraman, Adam B. Olshen · Bioinformatics · 2007 · 978 citations · Full text

, , +14

1–5 of 582

Authors

1.8K

  1. DL
    David L. DeMets

    University of Wisconsin–Madison, United States

    5 publications · 477 citations

    5

    h-index

  2. LR
    Lorenzo Rosasco

    University of Genoa, Italy

    5 publications · 1.1K citations

    5

    h-index

  3. MJ
    Martin J. Wainwright

    University of California, Berkeley, United States

    5 publications · 296 citations

    5

    h-index

  4. MS
    Mahdi Soltanolkotabi

    University of Southern California, United States

    4 publications · 413 citations

    4

    h-index

  5. PB
    Péter Bauer

    Statistics Austria, Austria

    4 publications · 1.1K citations

    4

    h-index

1–5 of 1.8K

Institutions

749

  1. Stanford University

    Stanford, United States

    10 h-index

    21 publications

    1.1K citations

  2. University of Wisconsin–Madison

    Madison, United States

    10 h-index

    14 publications

    717 citations

  3. University of California, Berkeley

    Berkeley, United States

    10 h-index

    19 publications

    1.9K citations

  4. Columbia University

    New York, United States

    9 h-index

    12 publications

    541 citations

  5. Harvard University

    Cambridge, United States

    9 h-index

    14 publications

    901 citations

  6. Massachusetts Institute of Technology

    Cambridge, United States

    9 h-index

    23 publications

    2.7K citations

  7. University of Michigan

    Ann Arbor, United States

    8 h-index

    11 publications

    375 citations

  8. The University of Texas MD Anderson Cancer Center

    Houston, United States

    8 h-index

    23 publications

    1.5K citations

1–8 of 749

Venues

  1. arXiv (Cornell University)

    Repository · 76 publications · 3.7K citations

    32

    h-index

  2. Statistics in Medicine

    31 publications · 1.5K citations

    20

    h-index

  3. Journal of Clinical Oncology

    12 publications · 988 citations

    11

    h-index

  4. Journal of the American Statistical Association

    10 publications · 545 citations

    10

    h-index

  5. IEEE Access

    9 publications · 301 citations

    9

    h-index

1–5