IEEE - Institute of Electrical and Electronics Engineers, Inc. - SMO algorithm for least squares SVM

2003 International Joint Conference on Neural Networks

Author(s): S.S. Keerthi ; S.K. Shevade
Sponsor(s): Int. Neural Network Soc.
Publisher: IEEE - Institute of Electrical and Electronics Engineers, Inc.
Publication Date: 1 January 2003
Conference Location: Portland, OR, USA
Conference Date: 20 July 2003
Volume: 3
Page Count: 7
ISBN (Paper): 0-7803-7898-9
ISSN (Paper): 1098-7576
DOI: 10.1109/IJCNN.2003.1223730
Regular:

This paper extends the well-known SMO (Sequential Minimal Optimization) algorithm of Support Vector Machines (SVMs) to Least Squares SVM formulation. The algorithm is asymptotically convergent. It... View More

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