A Kiefer-Wolfowitz algorithm with randomized differences

Citation
Hf. Chen et al., A Kiefer-Wolfowitz algorithm with randomized differences, IEEE AUTO C, 44(3), 1999, pp. 442-453
Citations number
15
Categorie Soggetti
AI Robotics and Automatic Control
Journal title
IEEE TRANSACTIONS ON AUTOMATIC CONTROL
ISSN journal
00189286 → ACNP
Volume
44
Issue
3
Year of publication
1999
Pages
442 - 453
Database
ISI
SICI code
0018-9286(199903)44:3<442:AKAWRD>2.0.ZU;2-#
Abstract
A Kiefer-Wolfowitz or simultaneous perturbation algorithm that uses either one-sided or two-sided randomized differences and truncations at randomly v arying bounds is given in this paper. At each iteration of the algorithm on ly two observations are required in contrast to 2l observations, where l is the dimension, in the classical algorithm, The algorithm given here is sho wn to he convergent under only some mild conditions. A rate of convergence and an asymptotic normality of the algorithm are also established.