Sciweavers

7 search results - page 2 / 2
» Bounds on the Minimizers of (nonconvex) Regularized Least-Sq...
Sort
View
MP
2006
134views more  MP 2006»
14 years 9 months ago
Cubic regularization of Newton method and its global performance
In this paper, we provide theoretical analysis for a cubic regularization of Newton method as applied to unconstrained minimization problem. For this scheme, we prove general local...
Yurii Nesterov, Boris T. Polyak
JMLR
2012
13 years 20 hour ago
Lifted coordinate descent for learning with trace-norm regularization
We consider the minimization of a smooth loss with trace-norm regularization, which is a natural objective in multi-class and multitask learning. Even though the problem is convex...
Miroslav Dudík, Zaïd Harchaoui, J&eacu...