Concepedia

Classification Accuracy Metrics

Classification Accuracy Metrics is a statistical evaluation framework used to quantify the performance of a classification model by measuring the proportion of correctly classified instances relative to the total number of instances, distinguishing it from other evaluation methods through its focus on overall correctness in categorical predictions.

1.1K

Publications

115.5K

Citations

3.4K

Authors

1.4K

Institutions

Publications per year

2017–2026

650

Variants

Classification Accuracy Measures

Parents

Publications

1.1K

A systematic analysis of performance measures for classification tasks

Marina Sokolova, Guy Lapalme · Information Processing & Management · 2009 · 6.5K citations

, , +15

The advantages of the Matthews correlation coefficient (MCC) over F1 score and accuracy in binary classification evaluation

Davide Chicco, Giuseppe Jurman · BMC Genomics · 2020 · 5.8K citations · Full text

, , +12

Evaluating collaborative filtering recommender systems

Jonathan L. Herlocker, Joseph A. Konstan, Loren Terveen et al. · ACM Transactions on Information Systems · 2004 · 5.8K citations

, , +13

RANDOM FORESTS FOR CLASSIFICATION IN ECOLOGY

D. Richard Cutler, Thomas C. Edwards, Karen H. Beard et al. · Ecology · 2007 · 4.8K citations

, , +13

Evaluation: from precision, recall and F-measure to ROC, informedness, markedness and correlation

David Powers · arXiv (Cornell University) · 2020 · 4.4K citations · Full text

, , +16

1–5 of 1.1K

Authors

3.4K

  1. PF
    Peter Flach

    University of Bristol, United Kingdom

    10 publications · 1.6K citations

    10

    h-index

  2. DJ
    David J. Hand

    Imperial College London, United Kingdom

    7 publications · 1.3K citations

    7

    h-index

  3. DC
    Davide Chicco

    University of Toronto, Canada

    6 publications · 7.8K citations

    6

    h-index

  4. GJ
    Giuseppe Jurman

    Fondazione Bruno Kessler, Italy

    6 publications · 8.2K citations

    6

    h-index

  5. TM
    Taghi M. Khoshgoftaar

    Florida Atlantic University, United States

    5 publications · 317 citations

    5

    h-index

1–5 of 3.4K

Institutions

1.4K

  1. Chinese Academy of Sciences

    Beijing, China

    13 h-index

    31 publications

    1.3K citations

  2. University of Bristol

    Bristol, United Kingdom

    12 h-index

    13 publications

    1.9K citations

  3. University of Toronto

    Toronto, Canada

    10 h-index

    17 publications

    1.9K citations

  4. The University of Sydney

    Sydney, Australia

    10 h-index

    17 publications

    1.1K citations

  5. University of Waterloo

    Waterloo, Canada

    9 h-index

    14 publications

    2K citations

  6. Cornell University

    Ithaca, United States

    9 h-index

    17 publications

    2.3K citations

  7. Carnegie Mellon University

    Pittsburgh, United States

    9 h-index

    17 publications

    2.9K citations

  8. University of Washington

    Seattle, United States

    8 h-index

    13 publications

    5.4K citations

1–8 of 1.4K

Venues

  1. arXiv (Cornell University)

    Repository · 37 publications · 7K citations

    24

    h-index

  2. IEEE Access

    30 publications · 2.9K citations

    22

    h-index

  3. PLoS ONE

    19 publications · 3.4K citations

    18

    h-index

  4. Scientific Reports

    11 publications · 1.3K citations

    15

    h-index

  5. Remote Sensing

    16 publications · 981 citations

    14

    h-index

1–5