Applications of support vector machines for pattern recognition: A survey

Hyeran Byun; Seong Whan Lee

doi:10.1007/3-540-45665-1_17

Applications of support vector machines for pattern recognition: A survey

Hyeran Byun, Seong Whan Lee

Department of Brain and Cognitive Engineering

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

210 Citations (Scopus)

Abstract

In this paper, we present a comprehensive survey on applications of Support Vector Machines (SVMs) for pattern recognition. Since SVMs show good generalization performance on many real-life data and the approach is properly motivated theoretically, it has been applied to wide range of applications. This paper describes a brief introduction of SVMs and summarizes its numerous applications.

Original language	English
Title of host publication	Pattern Recognition with Support Vector Machines - First International Workshop, SVM 2002 Niagara Falls, Canada, August 10, 2002 Proceedings
Editors	Seong-Whan Lee, Alessandro Verri
Publisher	Springer Verlag
Pages	213-236
Number of pages	24
ISBN (Print)	354044016X
DOIs	https://doi.org/10.1007/3-540-45665-1_17
Publication status	Published - 2002
Event	1st International Workshop on Pattern Recognition with Support Vector Machines, SVM 2002 - Niagara Falls, Canada Duration: 2002 Aug 10 → 2002 Aug 10

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume	2388
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Other

Other	1st International Workshop on Pattern Recognition with Support Vector Machines, SVM 2002
Country/Territory	Canada
City	Niagara Falls
Period	02/8/10 → 02/8/10

ASJC Scopus subject areas

Theoretical Computer Science
Computer Science(all)

Access to Document

10.1007/3-540-45665-1_17

Cite this

Byun, H., & Lee, S. W. (2002). Applications of support vector machines for pattern recognition: A survey. In S-W. Lee, & A. Verri (Eds.), Pattern Recognition with Support Vector Machines - First International Workshop, SVM 2002 Niagara Falls, Canada, August 10, 2002 Proceedings (pp. 213-236). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 2388). Springer Verlag. https://doi.org/10.1007/3-540-45665-1_17

Applications of support vector machines for pattern recognition : A survey. / Byun, Hyeran; Lee, Seong Whan.

Pattern Recognition with Support Vector Machines - First International Workshop, SVM 2002 Niagara Falls, Canada, August 10, 2002 Proceedings. ed. / Seong-Whan Lee; Alessandro Verri. Springer Verlag, 2002. p. 213-236 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 2388).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Byun, H & Lee, SW 2002, Applications of support vector machines for pattern recognition: A survey. in S-W Lee & A Verri (eds), Pattern Recognition with Support Vector Machines - First International Workshop, SVM 2002 Niagara Falls, Canada, August 10, 2002 Proceedings. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 2388, Springer Verlag, pp. 213-236, 1st International Workshop on Pattern Recognition with Support Vector Machines, SVM 2002, Niagara Falls, Canada, 02/8/10. https://doi.org/10.1007/3-540-45665-1_17

Byun H, Lee SW. Applications of support vector machines for pattern recognition: A survey. In Lee S-W, Verri A, editors, Pattern Recognition with Support Vector Machines - First International Workshop, SVM 2002 Niagara Falls, Canada, August 10, 2002 Proceedings. Springer Verlag. 2002. p. 213-236. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). https://doi.org/10.1007/3-540-45665-1_17

Byun, Hyeran ; Lee, Seong Whan. / Applications of support vector machines for pattern recognition : A survey. Pattern Recognition with Support Vector Machines - First International Workshop, SVM 2002 Niagara Falls, Canada, August 10, 2002 Proceedings. editor / Seong-Whan Lee ; Alessandro Verri. Springer Verlag, 2002. pp. 213-236 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

@inproceedings{c9c3cbbf5b7349c6994af697cc3a4c19,

title = "Applications of support vector machines for pattern recognition: A survey",

abstract = "In this paper, we present a comprehensive survey on applications of Support Vector Machines (SVMs) for pattern recognition. Since SVMs show good generalization performance on many real-life data and the approach is properly motivated theoretically, it has been applied to wide range of applications. This paper describes a brief introduction of SVMs and summarizes its numerous applications.",

author = "Hyeran Byun and Lee, {Seong Whan}",

note = "Publisher Copyright: {\textcopyright} Springer-Verlag Berlin Heidelberg 2002.; 1st International Workshop on Pattern Recognition with Support Vector Machines, SVM 2002 ; Conference date: 10-08-2002 Through 10-08-2002",

year = "2002",

doi = "10.1007/3-540-45665-1_17",

language = "English",

isbn = "354044016X",

series = "Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)",

publisher = "Springer Verlag",

pages = "213--236",

editor = "Seong-Whan Lee and Alessandro Verri",

booktitle = "Pattern Recognition with Support Vector Machines - First International Workshop, SVM 2002 Niagara Falls, Canada, August 10, 2002 Proceedings",

}

TY - GEN

T1 - Applications of support vector machines for pattern recognition

T2 - 1st International Workshop on Pattern Recognition with Support Vector Machines, SVM 2002

AU - Byun, Hyeran

AU - Lee, Seong Whan

PY - 2002

Y1 - 2002

N2 - In this paper, we present a comprehensive survey on applications of Support Vector Machines (SVMs) for pattern recognition. Since SVMs show good generalization performance on many real-life data and the approach is properly motivated theoretically, it has been applied to wide range of applications. This paper describes a brief introduction of SVMs and summarizes its numerous applications.

AB - In this paper, we present a comprehensive survey on applications of Support Vector Machines (SVMs) for pattern recognition. Since SVMs show good generalization performance on many real-life data and the approach is properly motivated theoretically, it has been applied to wide range of applications. This paper describes a brief introduction of SVMs and summarizes its numerous applications.

UR - http://www.scopus.com/inward/record.url?scp=84958743179&partnerID=8YFLogxK

U2 - 10.1007/3-540-45665-1_17

DO - 10.1007/3-540-45665-1_17

M3 - Conference contribution

AN - SCOPUS:84958743179

SN - 354044016X

T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

SP - 213

EP - 236

BT - Pattern Recognition with Support Vector Machines - First International Workshop, SVM 2002 Niagara Falls, Canada, August 10, 2002 Proceedings

A2 - Lee, Seong-Whan

A2 - Verri, Alessandro

PB - Springer Verlag

Y2 - 10 August 2002 through 10 August 2002

ER -

Applications of support vector machines for pattern recognition: A survey

Abstract

Publication series

Other

ASJC Scopus subject areas

Access to Document

Other files and links

Fingerprint

Cite this