Well-Posedness, regularization, and viscosity solutions of minimization problems
Source
Nonlinear Analysis Approximation Theory Optimization and Applications
Date Issued
2014-01-01
Author(s)
Pai, D. V.
Abstract
This chapter is divided into two parts. The first part surveys some classical notions for well-posedness of minimization problems. The main aim here is to synthesize some known results in approximation theory for best approximants, restricted Chebyshev centers, and prox points from the perspective of well-posedness of these problems. The second part reviews Tikhonov regularization of ill-posed problems. This leads us to revisit the so-called viscosity methods for minimization problems using the modern approach of variational convergence. Lastly, some of these results are particularized to convex minimization problems, and also to ill-posed inverse problems.
Subjects
Best approximants | Best simultaneous approximation | Epi-convergence | Hierarchial minimization | Prox pairs | Tikhonov regularization | Viscosity solutions | Well-posedness | Well-posedness of prox-pairs | Well-posedness of restricted Chebyshev centers
