Machine Learning
Making large-scale support vector machine learning practical
Advances in kernel methods
A Tutorial on Support Vector Machines for Pattern Recognition
Data Mining and Knowledge Discovery
Lagrangian support vector machines
The Journal of Machine Learning Research
ICML '06 Proceedings of the 23rd international conference on Machine learning
Midpoint-Validation Method for Support Vector Machine Classification
IEICE - Transactions on Information and Systems
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In this article, we propose a midpoint-validation algorithm for a support vector machine which improves the generalization of the support vector machine so that the midpoint-validation error is minimized. We compared its performance with other techniques for support vector machines, and also tested our proposed method on fifth benchmark problems. The results obtained from the simulation shows the effectiveness of the proposed method.