Optimization Over Zonotopes and Training Support Vector Machines
计算几何
2007-05-23 v1 人工智能
摘要
We make a connection between classical polytopes called zonotopes and Support Vector Machine (SVM) classifiers. We combine this connection with the ellipsoid method to give some new theoretical results on training SVMs. We also describe some special properties of soft margin C-SVMs as parameter C goes to infinity.
引用
@article{arxiv.cs/0105017,
title = {Optimization Over Zonotopes and Training Support Vector Machines},
author = {Marshall Bern and David Eppstein},
journal= {arXiv preprint arXiv:cs/0105017},
year = {2007}
}
备注
To appear in Workshop on Algorithms and Data Structures, 2001