Gradient-Based Algorithms for Zeroth-Order Optimization

Prashanth L.A., Shalabh Bhatnagar

Gradient-Based Algorithms for Zeroth-Order Optimization
Foundations and Trends in Optimization, Vol. 8: No. 1–3, pp 1-332, 2025
[Book page (NOW publishers)], [published version (~300MB)]
[pre-publication copy]
[Buy on Amazon]

Stochastic Recursive Algorithms for Optimization:

Simultaneous Perturbation Methods

S. Bhatnagar, H.L. Prasad, L.A. Prashanth

Stochastic Recursive Algorithms for Optimization: Simultaneous Perturbation Methods
Series: Lecture Notes in Control and Information Sciences, Vol. 434, 302 pages, 2013
[Flyer] [Springer book page] [Read online on SpringerLink]
[Front Matter (Preface + TOC)] [Sample Chapter (Introduction)]
[Buy on Amazon]