Concepedia

Probabilistic Classification

Probabilistic Classification is a supervised learning method that assigns class labels by modeling the probability distribution over possible output classes given an input, distinguishing itself from deterministic classifiers through its explicit representation of uncertainty in predictions.

906

Publications

76.6K

Citations

2.4K

Authors

935

Institutions

Publications per year

2017–2026

195

Parents

Publications

906

On the Optimality of the Simple Bayesian Classifier under Zero-One Loss

Pedro Domingos, Michael J. Pazzani · Machine Learning · 1997 · 3.1K citations · Full text

, , +14

On the mean accuracy of statistical pattern recognizers

Gary W. Hughes · IEEE Transactions on Information Theory · 1968 · 2.8K citations

, , +17

A Neostriatal Habit Learning System in Humans

Barbara J. Knowlton, Jennifer A. Mangels, Larry R. Squire · Science · 1996 · 1.8K citations

, , +16

Neural networks for classification: a survey

Gongbo Zhang · IEEE Transactions on Systems Man and Cybernetics Part C (Applications and Reviews) · 2000 · 1.7K citations

, , +13

Predicting good probabilities with supervised learning

Alexandru Niculescu-Mizil, Rich Caruana · 2005 · 1.6K citations

, , +17

1–5 of 906

Authors

2.4K

  1. BJ
    Barbara J. Knowlton

    University of California, Los Angeles, United States

    9 publications · 3K citations

    9

    h-index

  2. MS
    Masashi Sugiyama

    Tokyo Institute of Technology, Japan

    8 publications · 431 citations

    8

    h-index

  3. TL
    Tongliang Liu

    The University of Sydney, Australia

    7 publications · 1.1K citations

    7

    h-index

  4. PM
    Paul M. Baggenstoss

    Naval Undersea Warfare Center, United States

    6 publications · 365 citations

    6

    h-index

  5. ER
    Edward R. Dougherty

    Texas A&M University, United States

    5 publications · 295 citations

    5

    h-index

1–5 of 2.4K

Institutions

935

  1. Centre National de la Recherche Scientifique

    Paris, France

    17 h-index

    44 publications

    3.6K citations

  2. University of California San Diego

    San Diego, United States

    14 h-index

    24 publications

    8.6K citations

  3. Carnegie Mellon University

    Pittsburgh, United States

    13 h-index

    25 publications

    2.5K citations

  4. University College London

    London, United Kingdom

    13 h-index

    37 publications

    2.2K citations

  5. Stanford University

    Stanford, United States

    12 h-index

    20 publications

    4.3K citations

  6. Rutgers, The State University of New Jersey

    New Brunswick, United States

    11 h-index

    37 publications

    3.6K citations

  7. University of California, Los Angeles

    Los Angeles, United States

    11 h-index

    34 publications

    4.2K citations

  8. Purdue University West Lafayette

    West Lafayette, United States

    11 h-index

    29 publications

    1.7K citations

1–8 of 935

Venues

  1. arXiv (Cornell University)

    Repository · 40 publications · 2K citations

    22

    h-index

  2. Pattern Recognition

    18 publications · 885 citations

    15

    h-index

  3. IEEE Transactions on Neural Networks

    15 publications · 1.8K citations

    15

    h-index

  4. IEEE Transactions on Pattern Analysis and Machine Intelligence

    TPAMI · 16 publications · 1.8K citations

    14

    h-index

  5. IEEE Transactions on Information Theory

    15 publications · 3.6K citations

    14

    h-index

1–5