Nonlinear systems modeling using LS-SVM with SMO-based pruning methods

Changyin Sun; Jinya Song; Guofang Lv; Hua Liang

doi:10.1007/978-3-540-72383-7_73

Nonlinear systems modeling using LS-SVM with SMO-based pruning methods

Changyin Sun
, Jinya Song
, Guofang Lv
, Hua Liang

Hohai University
Southeast University, Nanjing

科研成果: 书/报告/会议事项章节 › 会议稿件 › 同行评审

摘要

This paper firstly provides a short introduction to least square support vector machine (LS-SVM), then provides sequential minimal optimization (SMO) based on Pruning Algorithms for LS-SVM, and uses LSSVM to model nonlinear systems. Simulation experiments are performed and indicated that the proposed method provides satisfactory performance with excellent accuracy and generalization property and achieves superior performance to the conventional method based on common LS-SVM and neural networks.

源语言	英语
主期刊名	Advances in Neural Networks - ISNN 2007 - 4th International Symposium on Neural Networks, ISNN 2007, Proceedings
出版商	Springer Verlag
页	618-625
页数	8
版本	PART 1
ISBN（印刷版）	9783540723820
DOI	https://doi.org/10.1007/978-3-540-72383-7_73
出版状态	已出版 - 2007
已对外发布	是
活动	4th International Symposium on Neural Networks, ISNN 2007 - Nanjing, 中国期限: 3 6月 2007 → 7 6月 2007

出版系列

姓名	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
编号	PART 1
卷	4491 LNCS
ISSN（印刷版）	0302-9743
ISSN（电子版）	1611-3349

会议

会议	4th International Symposium on Neural Networks, ISNN 2007
国家/地区	中国
市	Nanjing
时期	3/06/07 → 7/06/07

访问文件

10.1007/978-3-540-72383-7_73

其它文件与链接

链接到 Scopus 的出版物

引用此

Sun, C., Song, J., Lv, G., & Liang, H. (2007). Nonlinear systems modeling using LS-SVM with SMO-based pruning methods. 在 Advances in Neural Networks - ISNN 2007 - 4th International Symposium on Neural Networks, ISNN 2007, Proceedings (PART 1 编辑, 页码 618-625). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); 卷 4491 LNCS, 号码 PART 1). Springer Verlag. https://doi.org/10.1007/978-3-540-72383-7_73

Sun, Changyin ; Song, Jinya ; Lv, Guofang 等. / Nonlinear systems modeling using LS-SVM with SMO-based pruning methods. Advances in Neural Networks - ISNN 2007 - 4th International Symposium on Neural Networks, ISNN 2007, Proceedings. PART 1. 编辑 Springer Verlag, 2007. 页码 618-625 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); PART 1).

@inproceedings{a9ea16a9abac409c89837362f84576c3,

title = "Nonlinear systems modeling using LS-SVM with SMO-based pruning methods",

abstract = "This paper firstly provides a short introduction to least square support vector machine (LS-SVM), then provides sequential minimal optimization (SMO) based on Pruning Algorithms for LS-SVM, and uses LSSVM to model nonlinear systems. Simulation experiments are performed and indicated that the proposed method provides satisfactory performance with excellent accuracy and generalization property and achieves superior performance to the conventional method based on common LS-SVM and neural networks.",

author = "Changyin Sun and Jinya Song and Guofang Lv and Hua Liang",

year = "2007",

doi = "10.1007/978-3-540-72383-7\_73",

language = "英语",

isbn = "9783540723820",

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

publisher = "Springer Verlag",

number = "PART 1",

pages = "618--625",

booktitle = "Advances in Neural Networks - ISNN 2007 - 4th International Symposium on Neural Networks, ISNN 2007, Proceedings",

edition = "PART 1",

note = "4th International Symposium on Neural Networks, ISNN 2007 ; Conference date: 03-06-2007 Through 07-06-2007",

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Sun, C, Song, J, Lv, G & Liang, H 2007, Nonlinear systems modeling using LS-SVM with SMO-based pruning methods. 在 Advances in Neural Networks - ISNN 2007 - 4th International Symposium on Neural Networks, ISNN 2007, Proceedings. PART 1 编辑, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 号码 PART 1, 卷 4491 LNCS, Springer Verlag, 页码 618-625, 4th International Symposium on Neural Networks, ISNN 2007, Nanjing, 中国, 3/06/07. https://doi.org/10.1007/978-3-540-72383-7_73

Nonlinear systems modeling using LS-SVM with SMO-based pruning methods. / Sun, Changyin; Song, Jinya; Lv, Guofang 等.
Advances in Neural Networks - ISNN 2007 - 4th International Symposium on Neural Networks, ISNN 2007, Proceedings. PART 1. 编辑 Springer Verlag, 2007. 页码 618-625 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); 卷 4491 LNCS, 号码 PART 1).

科研成果: 书/报告/会议事项章节 › 会议稿件 › 同行评审

TY - GEN

T1 - Nonlinear systems modeling using LS-SVM with SMO-based pruning methods

AU - Sun, Changyin

AU - Song, Jinya

AU - Lv, Guofang

AU - Liang, Hua

PY - 2007

Y1 - 2007

N2 - This paper firstly provides a short introduction to least square support vector machine (LS-SVM), then provides sequential minimal optimization (SMO) based on Pruning Algorithms for LS-SVM, and uses LSSVM to model nonlinear systems. Simulation experiments are performed and indicated that the proposed method provides satisfactory performance with excellent accuracy and generalization property and achieves superior performance to the conventional method based on common LS-SVM and neural networks.

AB - This paper firstly provides a short introduction to least square support vector machine (LS-SVM), then provides sequential minimal optimization (SMO) based on Pruning Algorithms for LS-SVM, and uses LSSVM to model nonlinear systems. Simulation experiments are performed and indicated that the proposed method provides satisfactory performance with excellent accuracy and generalization property and achieves superior performance to the conventional method based on common LS-SVM and neural networks.

UR - https://www.scopus.com/pages/publications/37249045462

U2 - 10.1007/978-3-540-72383-7_73

DO - 10.1007/978-3-540-72383-7_73

M3 - 会议稿件

AN - SCOPUS:37249045462

SN - 9783540723820

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

SP - 618

EP - 625

BT - Advances in Neural Networks - ISNN 2007 - 4th International Symposium on Neural Networks, ISNN 2007, Proceedings

PB - Springer Verlag

T2 - 4th International Symposium on Neural Networks, ISNN 2007

Y2 - 3 June 2007 through 7 June 2007

ER -

Sun C, Song J, Lv G, Liang H. Nonlinear systems modeling using LS-SVM with SMO-based pruning methods. 在 Advances in Neural Networks - ISNN 2007 - 4th International Symposium on Neural Networks, ISNN 2007, Proceedings. PART 1 编辑 Springer Verlag. 2007. 页码 618-625. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); PART 1). doi: 10.1007/978-3-540-72383-7_73

Nonlinear systems modeling using LS-SVM with SMO-based pruning methods

摘要

出版系列

会议

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学术指纹

引用此