Convergence Analysis of Generalized Iteratively Reweighted Least Squares Algorithms on Convex Function Spaces

SIAM Journal on Optimization, pp. 1828-1845, 2009.

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Abstract:

The computation of robust regression estimates often relies on minimization of a convex functional on a convex set. In this paper we discuss a general technique for a large class of convex functionals to compute the minimizers iteratively, which is closely related to majorization-minimization algorithms. Our approach is based on a quadrat...More

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