Concepedia

Model Evaluation Metrics

Model Evaluation Metrics is a systematic framework used to quantify the performance of predictive models by measuring the divergence between predicted and actual outcomes according to specific statistical criteria.

374

Publications

98.8K

Citations

1.3K

Authors

600

Institutions

Publications per year

2017–2026

197

Variants

Model Performance Metrics

Parents

Publications

374

When to use and how to report the results of PLS-SEM

Joseph F. Hair, Jeffrey J. Risher, Marko Sarstedt et al. · European Business Review · 2018 · 24.2K citations

, , +16

Root mean square error (RMSE) or mean absolute error (MAE)? – Arguments against avoiding RMSE in the literature

Tianfeng Chai, Roland R. Draxler · Geoscientific model development · 2014 · 6.1K citations · Full text

, , +12

Practical Bayesian model evaluation using leave-one-out cross-validation and WAIC

Aki Vehtari, Andrew Gelman, Jonah Gabry · Statistics and Computing · 2016 · 5.4K citations · Full text

, , +11

performance: An R Package for Assessment, Comparison and Testing of Statistical Models

Daniel Lüdecke, Mattan S. Ben‐Shachar, Indrajeet Patil et al. · The Journal of Open Source Software · 2021 · 5.3K citations · Full text

, , +17

The coefficient of determination R-squared is more informative than SMAPE, MAE, MAPE, MSE and RMSE in regression analysis evaluation

Davide Chicco, Matthijs J. Warrens, Giuseppe Jurman · PeerJ Computer Science · 2021 · 4.9K citations · Full text

, , +12

1–5 of 374

Authors

1.3K

  1. JL
    Jianping Li

    University of Electronic Science and Technology of China, China

    4 publications · 160 citations

    4

    h-index

  2. AA
    Alexander A. Huang

    Northwestern University, United States

    4 publications · 174 citations

    4

    h-index

  3. SY
    Samuel Y. Huang

    Northwestern University, United States

    4 publications · 174 citations

    4

    h-index

  4. AU
    Amin Ul Haq

    University of Electronic Science and Technology of China, China

    4 publications · 160 citations

    4

    h-index

  5. CJ
    Cort J. Willmott

    University of Delaware, United States

    3 publications · 5.2K citations

    3

    h-index

1–5 of 1.3K

Institutions

600

  1. Stanford University

    Stanford, United States

    7 h-index

    12 publications

    1.3K citations

  2. Universität Hamburg

    Hamburg, Germany

    6 h-index

    7 publications

    31.8K citations

  3. University of Electronic Science and Technology of China

    Chengdu, China

    6 h-index

    27 publications

    1.2K citations

  4. Northwestern University

    Evanston, United States

    6 h-index

    9 publications

    711 citations

  5. Carnegie Mellon University

    Pittsburgh, United States

    6 h-index

    10 publications

    578 citations

  6. University of Maryland, College Park

    College Park, United States

    5 h-index

    7 publications

    6.9K citations

  7. University of Delaware

    Newark, United States

    5 h-index

    7 publications

    6.9K citations

  8. University of California, Davis

    Davis, United States

    5 h-index

    8 publications

    934 citations

1–8 of 600

Venues

  1. arXiv (Cornell University)

    Repository · 17 publications · 1.9K citations

    14

    h-index

  2. PLoS ONE

    7 publications · 512 citations

    7

    h-index

  3. Journal of Chemical Information and Modeling

    JCIM · 6 publications · 2.3K citations

    6

    h-index

  4. Geoscientific model development

    6 publications · 8.8K citations

    6

    h-index

  5. Proteins Structure Function and Bioinformatics

    5 publications · 522 citations

    5

    h-index

1–5