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Interior Point Methods for Massive Support Vector Machines
(2000-05-25)
We investigate the use of interior point methods for solving quadratic
programming problems with a small number of linear constraints where
the quadratic term consists of a low-rank update to a positive semi-de nite
matrix. ...
A Practical Approach to Sample-path Simulation Optimization
(2000)
We propose solving continuous parametric simulation
optimizations using a deterministic nonlinear optimiza-
tion algorithm and sample-path simulations. The op-
timization problem is written in a modeling language
with ...
Semismooth Support Vector Machines
(2000-11-29)
The linear support vector machine can be posed as a quadratic pro-
gram in a variety of ways. In this paper, we look at a formulation using
the two-norm for the misclassi cation error that leads to a positive de -
nite ...



