Concepedia

Support Vector Regression

Support Vector Regression is a regression method that extends the principles of Support Vector Machines by employing structural risk minimization and kernel functions to predict continuous outcomes through the identification of a function that deviates from the observed data by no more than a specified margin, while maximizing the generalizability of the model.

8.7K

Publications

479.9K

Citations

29.5K

Authors

5.6K

Institutions

Publications per year

2017–2026

5.2K

Parents

Publications

8.7K

A tutorial on support vector regression

Alex Smola, Bernhard Schölkopf · Statistics and Computing · 2004 · 13K citations

, , +11

Support Vector Regression Machines

Harris Drucker, Christopher J. C. Burges, Linda Kaufman et al. · 1996 · 4.2K citations

, , +13

Support Vector Machines for Classification and Regression

S.R. Gunn · 1998 · 2.8K citations

, , +14

New Support Vector Algorithms

Bernhard Schölkopf, Alex Smola, Robert C. Williamson et al. · Neural Computation · 2000 · 2.8K citations

, , +14

Support Vector Method for Function Approximation, Regression Estimation and Signal Processing

Vladimir Vapnik, Steven E. Golowich, Alex Smola · 1996 · 2.7K citations

, , +13

1–5 of 8.7K

Authors

29.5K

  1. SS
    Shahaboddin Shamshirband

    University of Malaya, Malaysia

    35 publications · 3.1K citations

    27

    h-index

  2. ÖK
    Özgür Kişi

    Ilia State University, Georgia

    26 publications · 1.8K citations

    22

    h-index

  3. WH
    Wei‐Chiang Hong

    Asia Eastern University of Science and Technology, Taiwan

    24 publications · 2.6K citations

    21

    h-index

  4. AM
    Amir Mosavi

    Obuda University, Hungary

    17 publications · 1.3K citations

    17

    h-index

  5. TO
    Taoreed O. Owolabi

    Adekunle Ajasin University, Nigeria

    25 publications · 740 citations

    17

    h-index

1–5 of 29.5K

Institutions

5.6K

  1. Chinese Academy of Sciences

    Beijing, China

    56 h-index

    620 publications

    35K citations

  2. University of Tehran

    Tehran, Iran

    44 h-index

    180 publications

    10.4K citations

  3. Nanyang Technological University

    Singapore, Singapore

    41 h-index

    184 publications

    15.4K citations

  4. Shanghai Jiao Tong University

    Shanghai, China

    40 h-index

    278 publications

    14.3K citations

  5. Duy Tan University

    Da Nang, Vietnam

    39 h-index

    66 publications

    4.9K citations

  6. Zhejiang University

    Hangzhou, China

    38 h-index

    320 publications

    11.9K citations

  7. Hong Kong Polytechnic University

    Hong Kong, Hong Kong

    37 h-index

    103 publications

    7.4K citations

  8. Huazhong University of Science and Technology

    Wuhan, China

    36 h-index

    273 publications

    24.4K citations

1–8 of 5.6K

Venues

  1. Expert Systems with Applications

    107 publications · 10.8K citations

    50

    h-index

  2. IEEE Access

    151 publications · 7.5K citations

    48

    h-index

  3. Remote Sensing

    133 publications · 7.1K citations

    48

    h-index

  4. Scientific Reports

    122 publications · 6.2K citations

    46

    h-index

  5. Neurocomputing

    76 publications · 7K citations

    43

    h-index

1–5