Concepedia

Hard Margin Svm

Hard Margin SVM is a support vector machine formulation that belongs to the class of linear classifiers and is distinguished by its strict requirement that all training instances be correctly classified without allowing any margin violations, thereby seeking maximum margin separation only under the assumption of linearly separable data.

94

Publications

5.7K

Citations

337

Authors

158

Institutions

Publications per year

2017–2026

38

Parents

Publications

94

Landslide susceptibility assessment using SVM machine learning algorithm

Miloš Marjanović, Miloš Kovačević, Branislav Bajat et al. · Engineering Geology · 2011 · 639 citations

, , +14

The use of small training sets containing mixed pixels for accurate hard image classification: Training on mixed spectral responses for classification by a SVM

Giles M. Foody, Ajay Mathur · Remote Sensing of Environment · 2006 · 412 citations

, , +15

Landslide spatial modeling: Introducing new ensembles of ANN, MaxEnt, and SVM machine learning techniques

Wei Chen, Hamid Reza Pourghasemi, Aiding Kornejady et al. · Geoderma · 2017 · 400 citations

, , +15

Radius Margin Bounds for Support Vector Machines with the RBF Kernel

Kai-Min Chung, Wei‐Chun Kao, Chia‐Liang Sun et al. · Neural Computation · 2003 · 219 citations

, , +12

The identification of children with autism spectrum disorder by SVM approach on EEG and eye-tracking data

Jiannan Kang, Xiaoya Han, Jiajia Song et al. · Computers in Biology and Medicine · 2020 · 210 citations

, , +16

1–5 of 94

Authors

337

  1. MA
    Milad Arabloo

    Islamic Azad University North Tehran Branch, Iran

    2 publications · 90 citations

    2

    h-index

  2. KL
    Kenneth L. Clarkson

    AT&T (United States), United States

    2 publications · 118 citations

    2

    h-index

  3. DP
    David P. Woodruff

    IBM Research - Almaden, United States

    2 publications · 118 citations

    2

    h-index

  4. EH
    Elad Hazan

    Princeton University, United States

    2 publications · 118 citations

    2

    h-index

  5. WZ
    Wx Zhang

    Centre National de la Recherche Scientifique, France

    1 publications · 14 citations

    1

    h-index

1–5 of 337

Institutions

158

  1. Petroleum University of Technology

    Tehran, Iran

    3 h-index

    3 publications

    160 citations

  2. IBM Research - Almaden

    San Jose, United States

    2 h-index

    5 publications

    260 citations

  3. Georgia Institute of Technology

    Atlanta, United States

    2 h-index

    2 publications

    61 citations

  4. National Institute of Technology Raipur

    Raipur, India

    2 h-index

    4 publications

    298 citations

  5. Shanghai Jiao Tong University

    Shanghai, China

    2 h-index

    12 publications

    228 citations

  6. Centre National de la Recherche Scientifique

    Paris, France

    2 h-index

    5 publications

    103 citations

  7. Islamic Azad University North Tehran Branch

    Tehran, Iran

    2 h-index

    2 publications

    90 citations

  8. Technion – Israel Institute of Technology

    Haifa, Israel

    2 h-index

    2 publications

    118 citations

1–8 of 158

Venues

  1. arXiv (Cornell University)

    Repository · 4 publications · 118 citations

    4

    h-index

  2. Expert Systems with Applications

    3 publications · 137 citations

    3

    h-index

  3. IEEE Transactions on Neural Networks

    3 publications · 67 citations

    3

    h-index

  4. Neurocomputing

    2 publications · 85 citations

    2

    h-index

  5. Optik

    2 publications · 40 citations

    2

    h-index

1–5