Work

Analytical convergence regions of accelerated gradient descent in nonconvex optimization under Regularity Condition

Year: 2019

Type: article

Source: Automatica

DOI: 10.1016/j.automatica.2019.108715

Authors: Huaqing Xiong, Yuejie Chi, Bin Hu, Wei Zhang

Institutions: The Ohio State University, Carnegie Mellon University, University of Illinois Urbana-Champaign, Southern University of Science and Technology

Language: English

Topic: Stochastic Gradient Optimization Techniques

Subfield: Artificial Intelligence

Field: Computer Science

Domain: Physical Sciences

Open Access status: bronze

Funders: National Science Foundation, Office of Naval Research, Division of Electrical, Communications and Cyber Systems, Army Research Office

Awards: G1717380892, CAREER: Robust Methods for High-Dimensional Signal Processing under Geometric Constraints, G4884717353, G556410599, G7452299184, CIF: Medium: Collaborative Research: Nonconvex Optimization for High-Dimensional Signal Estimation: Theory and Fast Algorithms, G854152385, G8597684915, G8876996369, CAREER: Hierarchical Control for Large-Scale Cyber-Physical Systems

OpenAlex ID: W2997973415

FWCI: 1.038

Cites: 38

Cited by: 17

Related to: 10