Concepedia

Structured Support Vector Machines

Structured Support Vector Machines is a discriminative machine learning model that extends the standard support vector machine framework to structured output spaces by jointly learning a scoring function over input-output pairs and optimizing prediction under a structured loss function.

103

Publications

5.1K

Citations

276

Authors

131

Institutions

Publications per year

2017–2026

22

Parents

Publications

103

A survey of kernels for structured data

Thomas Gärtner · ACM SIGKDD Explorations Newsletter · 2003 · 450 citations

, , +13

Semantic segmentation of urban scenes by learning local class interactions

Michele Volpi, Vittorio Ferrari · 2015 · 189 citations · Full text

, , +16

Maximum-Margin Structured Learning with Deep Networks for 3D Human Pose Estimation

Sijin Li, Weichen Zhang, Antoni B. Chan · 2015 · 186 citations

, , +14

Comparisons of sequence labeling algorithms and extensions

Nam Hoang Nguyen, Yunsong Guo · 2007 · 182 citations

, , +16

The International Conference on Advanced Machine Learning Technologies and Applications

Aboul Ella Hassanien, et all · 2020 · 175 citations

, , +14

1–5 of 103

Authors

276

  1. MG
    Mark Gales

    University of Cambridge, United Kingdom

    4 publications · 110 citations

    4

    h-index

  2. SZ
    Shi-Xiong Zhang

    Bellevue Hospital Center, United States

    4 publications · 140 citations

    4

    h-index

  3. CH
    Christoph H. Lampert

    Institute of Science and Technology Austria, Austria

    3 publications · 80 citations

    3

    h-index

  4. AB
    Antoni B. Chan

    City University of Hong Kong, Hong Kong SAR China

    3 publications · 264 citations

    3

    h-index

  5. SN
    Sebastian Nowozin

    Microsoft Research (United Kingdom), United Kingdom

    3 publications · 282 citations

    3

    h-index

1–5 of 276

Institutions

131

  1. Toyota Technological Institute at Chicago

    Chicago, United States

    5 h-index

    13 publications

    373 citations

  2. CentraleSupélec

    Gif-sur-Yvette, France

    5 h-index

    7 publications

    151 citations

  3. University of Oxford

    Oxford, United Kingdom

    5 h-index

    7 publications

    187 citations

  4. City University of Hong Kong

    Hong Kong, Hong Kong

    4 h-index

    11 publications

    988 citations

  5. Microsoft (United States)

    Redmond, United States

    4 h-index

    10 publications

    510 citations

  6. The University of Adelaide

    Adelaide, Australia

    4 h-index

    8 publications

    217 citations

  7. ETH Zurich

    Zurich, Switzerland

    3 h-index

    5 publications

    198 citations

  8. University of Cambridge

    Cambridge, United Kingdom

    3 h-index

    7 publications

    224 citations

1–8 of 131

Venues

  1. arXiv (Cornell University)

    Repository · 8 publications · 207 citations

    8

    h-index

  2. 4

    h-index

  3. 4

    h-index

  4. Neural Networks

    3 publications · 51 citations

    3

    h-index

  5. IEEE Transactions on Image Processing

    2 publications · 47 citations

    2

    h-index

1–5