Concepedia

Supervised Classification

Supervised Classification is a machine learning paradigm in which a model learns to map input data to predefined output labels by training on a labeled dataset, where the supervision signal consists of explicitly provided input-output pairs.

2.1K

Publications

129.3K

Citations

6.9K

Authors

2.2K

Institutions

Publications per year

2017–2026

902

Parents

Publications

2.1K

Knowledge-based analysis of microarray gene expression data by using support vector machines

Michael P. Brown, William Noble Grundy, David Lin et al. · Proceedings of the National Academy of Sciences · 2000 · 2.3K citations · Full text

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Biographies, Bollywood, Boom-boxes and Blenders: Domain Adaptation for Sentiment Classification

John Blitzer, Mark Dredze, Fernando Pereira · 2007 · 2K citations

, , +13

Self-taught learning

Rajat Raina, Alexis Battle, Honglak Lee et al. · 2007 · 1.5K citations

, , +13

OPLS discriminant analysis: combining the strengths of PLS‐DA and SIMCA classification

Max Bylesjö, Mattias Rantalainen, Olivier Cloarec et al. · Journal of Chemometrics · 2006 · 1.5K citations

, , +10

Extreme Learning Machine for Multilayer Perceptron

Jiexiong Tang, Chenwei Deng, Guang-Bin Huang · IEEE Transactions on Neural Networks and Learning Systems · 2015 · 1.5K citations

, , +16

1–5 of 2.1K

Authors

6.9K

  1. LB
    Lorenzo Bruzzone

    University of Trento, Italy

    17 publications · 2.1K citations

    15

    h-index

  2. JA
    Jón Atli Benediktsson

    University of Iceland, Iceland

    11 publications · 591 citations

    11

    h-index

  3. GM
    Giles M. Foody

    University of Nottingham, United Kingdom

    12 publications · 1.9K citations

    11

    h-index

  4. PL
    Pedro Larrañaga

    Universidad Politécnica de Madrid, Spain

    9 publications · 426 citations

    9

    h-index

  5. DJ
    David J. Hand

    Imperial College London, United Kingdom

    8 publications · 1.8K citations

    8

    h-index

1–5 of 6.9K

Institutions

2.2K

  1. Centre National de la Recherche Scientifique

    Paris, France

    26 h-index

    136 publications

    8.8K citations

  2. Chinese Academy of Sciences

    Beijing, China

    20 h-index

    87 publications

    5.7K citations

  3. Wuhan University

    Wuhan, China

    18 h-index

    67 publications

    2.5K citations

  4. University of Trento

    Trento, Italy

    16 h-index

    43 publications

    3.5K citations

  5. Carnegie Mellon University

    Pittsburgh, United States

    15 h-index

    55 publications

    3.3K citations

  6. Imperial College London

    London, United Kingdom

    14 h-index

    44 publications

    8.5K citations

  7. Institut national de recherche en sciences et technologies du numérique

    Le Chesnay-Rocquencourt, France

    14 h-index

    29 publications

    1.8K citations

  8. Tsinghua University

    Beijing, China

    14 h-index

    39 publications

    3.5K citations

1–8 of 2.2K

Venues

  1. International Journal of Remote Sensing

    82 publications · 4.6K citations

    36

    h-index

  2. 35

    h-index

  3. Remote Sensing

    75 publications · 3.9K citations

    34

    h-index

  4. arXiv (Cornell University)

    Repository · 70 publications · 3.4K citations

    27

    h-index

  5. 22

    h-index

1–5