Asymptotic Behavior of Continuous Descent Methods with a Convex Objective Function
Journal of convex analysis, Tome 27 (2020) no. 2, pp. 557-564
Given a Lipschitz and convex objective function on a Banach space, we revisit the class of regular vector fields introduced in our previous work on descent methods. We consider continuous descent methods for minimizing our objective function and establish two convergence results for those methods which are generated by regular vector fields. These results improve upon a convergence result which we obtained in our previous work.
Classification :
37L99, 47J35, 49M37, 90C25, 90C30
Mots-clés : Banach space, complete metric space, convex function, descent method, regular vector field
Mots-clés : Banach space, complete metric space, convex function, descent method, regular vector field
@article{JCA_2020_27_2_JCA_2020_27_2_a7,
author = {S. Reich and A. J. Zaslavski},
title = {Asymptotic {Behavior} of {Continuous} {Descent} {Methods} with a {Convex} {Objective} {Function}},
journal = {Journal of convex analysis},
pages = {557--564},
year = {2020},
volume = {27},
number = {2},
url = {http://geodesic.mathdoc.fr/item/JCA_2020_27_2_JCA_2020_27_2_a7/}
}
TY - JOUR AU - S. Reich AU - A. J. Zaslavski TI - Asymptotic Behavior of Continuous Descent Methods with a Convex Objective Function JO - Journal of convex analysis PY - 2020 SP - 557 EP - 564 VL - 27 IS - 2 UR - http://geodesic.mathdoc.fr/item/JCA_2020_27_2_JCA_2020_27_2_a7/ ID - JCA_2020_27_2_JCA_2020_27_2_a7 ER -
S. Reich; A. J. Zaslavski. Asymptotic Behavior of Continuous Descent Methods with a Convex Objective Function. Journal of convex analysis, Tome 27 (2020) no. 2, pp. 557-564. http://geodesic.mathdoc.fr/item/JCA_2020_27_2_JCA_2020_27_2_a7/