Title
On a semi-smooth Newton method and its globalization
Abstract
This paper addresses the globalization of the semi-smooth Newton method for non-smooth equations F(x)  =  0 in $${\mathbb{R}}^m$$ with applications to complementarity and discretized ℓ1-regularization problems. Assuming semi-smoothness it is shown that super-linearly convergent Newton methods can be globalized, if appropriate descent directions are used for the merit function |F(x)|2. Special attention is paid to directions obtained from the primal-dual active set strategy.
Year
DOI
Venue
2009
10.1007/s10107-007-0196-3
Math. Program.
Keywords
Field
DocType
newton method
Approximation algorithm,Discretization,Ellipsoid,Newton fractal,Mathematical optimization,Integral equation,Complementarity theory,Regularization (mathematics),Mathematics,Newton's method
Journal
Volume
Issue
ISSN
118
2
1436-4646
Citations 
PageRank 
References 
11
0.77
9
Authors
2
Name
Order
Citations
PageRank
Kazufumi Ito1833103.58
Karl Kunisch21370145.58