Convergence properties of the gradient method under conditions of variable-level inference
Žurnal vyčislitelʹnoj matematiki i matematičeskoj fiziki, Tome 30 (1990) no. 7, pp. 997-1007
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The method of steepest gradient descent is considered on the assumption that the values of the objective function and its gradients are computed inaccurately. The limit set of the trajectories of the method is determined. For some types of noise this set cannot be made smaller for any problem of the class under consideration.
@article{ZVMMF_1990_30_7_a2,
author = {S. K. Zavriev},
title = {Convergence properties of the gradient method under conditions of variable-level inference},
journal = {\v{Z}urnal vy\v{c}islitelʹnoj matematiki i matemati\v{c}eskoj fiziki},
pages = {997--1007},
publisher = {mathdoc},
volume = {30},
number = {7},
year = {1990},
language = {ru},
url = {http://geodesic.mathdoc.fr/item/ZVMMF_1990_30_7_a2/}
}
TY - JOUR AU - S. K. Zavriev TI - Convergence properties of the gradient method under conditions of variable-level inference JO - Žurnal vyčislitelʹnoj matematiki i matematičeskoj fiziki PY - 1990 SP - 997 EP - 1007 VL - 30 IS - 7 PB - mathdoc UR - http://geodesic.mathdoc.fr/item/ZVMMF_1990_30_7_a2/ LA - ru ID - ZVMMF_1990_30_7_a2 ER -
%0 Journal Article %A S. K. Zavriev %T Convergence properties of the gradient method under conditions of variable-level inference %J Žurnal vyčislitelʹnoj matematiki i matematičeskoj fiziki %D 1990 %P 997-1007 %V 30 %N 7 %I mathdoc %U http://geodesic.mathdoc.fr/item/ZVMMF_1990_30_7_a2/ %G ru %F ZVMMF_1990_30_7_a2
S. K. Zavriev. Convergence properties of the gradient method under conditions of variable-level inference. Žurnal vyčislitelʹnoj matematiki i matematičeskoj fiziki, Tome 30 (1990) no. 7, pp. 997-1007. http://geodesic.mathdoc.fr/item/ZVMMF_1990_30_7_a2/