@inproceedings{3e200af7ffa948358bdc025cace29c2f,
title = "Minimisation of Polyak-{\L}ojasewicz Functions Using Random Zeroth-Order Oracles",
abstract = "The application of a zeroth-order scheme for minimising Polyak-Lojasewicz (PL) functions is considered. The framework is based on exploiting a random oracle to estimate the function gradient. The convergence of the algorithm to a global minimum in the unconstrained case and to a neighbourhood of the global minimum in the constrained case along with their corresponding complexity bounds are presented. The theoretical results are demonstrated via numerical examples.",
author = "Farzin, {Amir Ali} and Iman Shames",
note = "Publisher Copyright: {\textcopyright} 2024 EUCA.; 2024 European Control Conference, ECC 2024 ; Conference date: 25-06-2024 Through 28-06-2024",
year = "2024",
doi = "10.23919/ECC64448.2024.10590822",
language = "English",
series = "2024 European Control Conference, ECC 2024",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
pages = "3207--3212",
booktitle = "2024 European Control Conference, ECC 2024",
address = "United States",
}