Concepedia

One-versus-one Classification

One-Versus-One Classification is a multi-class classification strategy in which a binary classifier is trained for every pair of classes, distinguishing one class from another, and predictions are made by majority voting among all classifiers.

66

Publications

6.7K

Citations

231

Authors

113

Institutions

Publications per year

2017–2026

21

Variants

One-against-one ClassificationOvo Classification

Parents

Publications

66

In Defense of One-Vs-All Classification

Ryan Rifkin, Aldebaro Klautau · 2004 · 1.4K citations

, , +13

In Defense of One-Vs-All Classification

RifkinRyan, KlautauAldebaro · Journal of Machine Learning Research · 2004 · 897 citations

, , +13

An overview of ensemble methods for binary classifiers in multi-class problems: Experimental study on one-vs-one and one-vs-all schemes

Mikel Galar, Alberto Fernández, Edurne Barrenechea et al. · Pattern Recognition · 2011 · 765 citations

, , +17

Direction-of-Arrival Estimation Based on Deep Neural Networks With Robustness to Array Imperfections

Zhangmeng Liu, Chenwei Zhang, Philip S. Yu · IEEE Transactions on Antennas and Propagation · 2018 · 537 citations · Full text

, , +16

A method for multi-class sentiment classification based on an improved one-vs-one (OVO) strategy and the support vector machine (SVM) algorithm

Yang Liu, Jian-Wu Bi, Zhi‐Ping Fan · Information Sciences · 2017 · 211 citations

, , +14

1–5 of 66

Authors

231

  1. FH
    Francisco Herrera

    Universidad de Granada, Spain

    4 publications · 1K citations

    4

    h-index

  2. MG
    Mikel Galar

    Universidad Pública de Navarra (UPNA), Spain

    2 publications · 858 citations

    2

    h-index

  3. BK
    Bartosz Krawczyk

    Wrocław University of Science and Technology, Poland

    2 publications · 146 citations

    2

    h-index

  4. ES
    Erik Scheme

    University of New Brunswick, Canada

    2 publications · 266 citations

    2

    h-index

  5. EB
    Edurne Barrenechea

    Universidad Pública de Navarra (UPNA), Spain

    2 publications · 858 citations

    2

    h-index

1–5 of 231

Institutions

113

  1. Universidad de Granada

    Granada, Spain

    4 h-index

    5 publications

    1.1K citations

  2. Wrocław University of Science and Technology

    Wroclaw, Poland

    3 h-index

    3 publications

    174 citations

  3. King Abdulaziz University

    Jeddah, Saudi Arabia

    2 h-index

    2 publications

    143 citations

  4. Universidade Federal do ABC

    Santo André, Brazil

    2 h-index

    3 publications

    84 citations

  5. Universidad de Jaén

    Jaén, Spain

    2 h-index

    2 publications

    858 citations

  6. Universidad Pública de Navarra (UPNA)

    Pamplona, Spain

    2 h-index

    6 publications

    2.6K citations

  7. University of New Brunswick

    Fredericton, Canada

    2 h-index

    5 publications

    703 citations

  8. University of Illinois Chicago

    Chicago, United States

    2 h-index

    5 publications

    1.1K citations

1–8 of 113

Venues

  1. Knowledge-Based Systems

    4 publications · 286 citations

    4

    h-index

  2. Pattern Recognition

    3 publications · 935 citations

    3

    h-index

  3. 2

    h-index

  4. IEEE Transactions on Medical Imaging

    1 publications · 26 citations

    1

    h-index

  5. Journal of Machine Learning Research

    JMLR · 1 publications · 897 citations

    1

    h-index

1–5