Optimization Over Zonotopes and Training Support Vector Machines

Details Optimization Over Zonotopes and Training Support Vector Machines Optimization Over Zonotopes and Training Support Vector Machines

2001-05-08

arxiv.org/abs/cs/0105017v1

Computer Science

Computational Geometry

To appear in Workshop on Algorithms and Data Structures, 2001

Scientific paper

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.

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