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

College of Computing

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

231 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

Bibliographical note

Publisher Copyright:
© Springer-Verlag Berlin Heidelberg 2002.

All Science Journal Classification (ASJC) codes

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

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)).

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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

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

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AU - Lee, Seong Whan

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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.

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

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

Applications of support vector machines for pattern recognition: A survey

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