Article ID: | iaor20132855 |
Volume: | 157 |
Issue: | 3 |
Start Page Number: | 624 |
End Page Number: | 650 |
Publication Date: | Jun 2013 |
Journal: | Journal of Optimization Theory and Applications |
Authors: | Attouch H, Redont P, Svaiter B |
Keywords: | heuristics |
We analyze the global convergence properties of some variants of regularized continuous Newton methods for convex optimization and monotone inclusions in Hilbert spaces. The regularization term is of Levenberg–Marquardt type and acts in an open‐loop or closed‐loop form. In the open‐loop case the regularization term may be of bounded variation.