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Finite Newton Method for Lagrangian Support Vector Machine Classi cation
An implicit Lagrangian  formulation of a support vector machine classi er that led to a highly e ective iterative scheme  is solved here by a nite Newton method. The proposed method, which is extremely fast and ...
A Newton Method for Linear Programming
A fast Newton method is proposed for solving linear programs with a very large ( 106) number of constraints and a moderate ( 102) number of variables. Such linear programs occur in data mining and machine learning. ...
A Finite Newton Method for Classi cation Problems
A fundamental classi cation problem of data mining and machine learning is that of minimizing a strongly convex, piecewise quadratic function on the n-dimensional real space Rn. We show nite termination of a Newton ...