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DESIGN OF DETERMINISTIC OPTIMIZATION ALGORITHMS WITH INEXACT INFORMATION

Descrizione dell'offerta di lavoro

Organisation/Company: Università degli Studi della Campania Research Field: Mathematics Researcher Profile: Recognised Researcher (R2), Leading Researcher (R4), First Stage Researcher (R1), Established Researcher (R3) Country: Italy Application Deadline: 25 Nov 2024 - 23:59 (UTC) Type of Contract: To be defined Job Status: Not Applicable Is the job funded through the EU Research Framework Programme? Not funded by a EU programme Is the Job related to staff position within a Research Infrastructure? No Offer Description The project involves designing first-order algorithms for large-scale minimization with linear or constrained constraints on variables, focusing mainly on step length rules based on variable metric techniques. The idea is to scale the different gradient components to faithfully capture the geometry of the problem. Another strategy to be analyzed is to dynamically alternate different rules, particularly Barzilai Borwein and its variants with limited memory algorithms, as the iterative process progresses. Finally, the design of efficient strategies that can make up for the inexactness of the first-order information will be considered: this is a major problem in several applications because of the need to preserve the convergence properties of the methods under the assumption of inexactness of the available information. #J-18808-Ljbffr
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Dettagli dell'offerta

Azienda
  • Università degli Studi della Campania
Località
  • Tutta l'Italia
Indirizzo
  • Imprecisato - Imprecisato
Data di pubblicazione
  • 28/11/2024
Data di scadenza
  • 26/02/2025
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