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SIAMNUM
2010
101views more  SIAMNUM 2010»
12 years 11 months ago
Convergence of a Regularized Euclidean Residual Algorithm for Nonlinear Least-Squares
Stefania Bellavia, Coralia Cartis, Nicholas I. M. ...
JMLR
2010
130views more  JMLR 2010»
12 years 11 months ago
A Regularization Approach to Nonlinear Variable Selection
In this paper we consider a regularization approach to variable selection when the regression function depends nonlinearly on a few input variables. The proposed method is based o...
Lorenzo Rosasco, Matteo Santoro, Sofia Mosci, Ales...
PRL
2010
310views more  PRL 2010»
13 years 3 months ago
A Lagrangian Half-Quadratic approach to robust estimation and its applications to road scene analysis
We consider the problem of fitting linearly parameterized models, that arises in many computer vision problems such as road scene analysis. Data extracted from images usually cont...
Jean-Philippe Tarel, Pierre Charbonnier