Minimisation of Polyak-Łojasewicz Functions Using Random Zeroth-Order Oracles
| dc.contributor.author | Farzin, Amir Ali | en |
| dc.contributor.author | Shames, Iman | en |
| dc.date.accessioned | 2025-05-23T15:26:05Z | |
| dc.date.available | 2025-05-23T15:26:05Z | |
| dc.date.issued | 2024 | en |
| dc.description.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. | en |
| dc.description.status | Peer-reviewed | en |
| dc.format.extent | 6 | en |
| dc.identifier.isbn | 9783907144107 | en |
| dc.identifier.scopus | 85200587470 | en |
| dc.identifier.uri | http://www.scopus.com/inward/record.url?scp=85200587470&partnerID=8YFLogxK | en |
| dc.identifier.uri | https://hdl.handle.net/1885/733752577 | |
| dc.language.iso | en | en |
| dc.publisher | Institute of Electrical and Electronics Engineers Inc. | en |
| dc.relation.ispartof | 2024 European Control Conference, ECC 2024 | en |
| dc.relation.ispartofseries | 2024 European Control Conference, ECC 2024 | en |
| dc.rights | Publisher Copyright: © 2024 EUCA. | en |
| dc.title | Minimisation of Polyak-Łojasewicz Functions Using Random Zeroth-Order Oracles | en |
| dc.type | Conference paper | en |
| dspace.entity.type | Publication | en |
| local.bibliographicCitation.lastpage | 3212 | en |
| local.bibliographicCitation.startpage | 3207 | en |
| local.contributor.affiliation | Farzin, Amir Ali; Australian National University | en |
| local.contributor.affiliation | Shames, Iman; School of Engineering, ANU College of Systems and Society, The Australian National University | en |
| local.identifier.doi | 10.23919/ECC64448.2024.10590822 | en |
| local.identifier.pure | 3e200af7-ffa9-4835-8bdc-025cace29c2f | en |
| local.identifier.url | https://www.scopus.com/pages/publications/85200587470 | en |
| local.type.status | Published | en |