Concepedia

Predictive Model Selection

Predictive Model Selection is a model selection paradigm that belongs to the class of statistical model evaluation methods, distinguished by its focus on choosing models based on their out-of-sample predictive performance for categorical outcomes rather than goodness-of-fit or theoretical optimality criteria.

441

Publications

65.1K

Citations

1.3K

Authors

624

Institutions

Publications per year

2017–2026

112

Parents

Publications

441

Building Predictive Models in <i>R</i> Using the <b>caret</b> Package

Max Kühn · Journal of Statistical Software · 2008 · 9.3K citations · Full text

, , +15

Model Selection and Multimodel Inference

Technometrics · 2003 · 5.6K citations

, , +13

A survey of cross-validation procedures for model selection

2009 · 3.8K citations

, , +14

A survey of cross-validation procedures for model selection

Statistics Surveys · 2010 · 3.3K citations · Full text

, , +14

Linear Model Selection by Cross-validation

Jun Shao · Journal of the American Statistical Association · 1993 · 1.7K citations

, , +12

1–5 of 441

Authors

1.3K

  1. AV
    Aki Vehtari

    Aalto University, Finland

    6 publications · 792 citations

    6

    h-index

  2. PW
    Purushottam W. Laud

    Medical College of Wisconsin, United States

    5 publications · 557 citations

    5

    h-index

  3. YY
    Yuhong Yang

    University of Minnesota, United States

    4 publications · 471 citations

    4

    h-index

  4. DM
    David M. Allen

    University of Kentucky, United States

    4 publications · 2.5K citations

    4

    h-index

  5. PL
    Peter L. Bartlett

    University of California, Berkeley, United States

    4 publications · 421 citations

    4

    h-index

1–5 of 1.3K

Institutions

624

  1. University of Minnesota

    Minneapolis, United States

    8 h-index

    10 publications

    1.5K citations

  2. University of California, Berkeley

    Berkeley, United States

    7 h-index

    12 publications

    1.1K citations

  3. Yale University

    New Haven, United States

    7 h-index

    7 publications

    1.2K citations

  4. Texas A&M University

    College Station, United States

    7 h-index

    11 publications

    471 citations

  5. Carnegie Mellon University

    Pittsburgh, United States

    6 h-index

    7 publications

    2.2K citations

  6. University of Kentucky

    Lexington, United States

    5 h-index

    6 publications

    2.6K citations

  7. University of Toronto

    Toronto, Canada

    5 h-index

    8 publications

    2.2K citations

  8. Centre National de la Recherche Scientifique

    Paris, France

    5 h-index

    9 publications

    580 citations

1–8 of 624

Venues

  1. Journal of the American Statistical Association

    18 publications · 4.3K citations

    17

    h-index

  2. Technometrics

    11 publications · 9.1K citations

    11

    h-index

  3. Journal of Chemometrics

    11 publications · 2K citations

    11

    h-index

  4. Journal of Statistical Planning and Inference

    10 publications · 295 citations

    10

    h-index

  5. arXiv (Cornell University)

    Repository · 9 publications · 1.4K citations

    9

    h-index

1–5