New Theory and Algorithms for Convex Optimization with Non-Standard Structures

Optimization models and algorithms have long played central and indispensable roles in the advancement of science and engineering. In recent years, first-order methods have played important roles in tackling applications arising in machine learning and data science, due to their simplicity, reasonab...

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Bibliographic Details
Main Author: Zhao, Renbo
Other Authors: Freund, Robert M.
Format: Thesis
Published: Massachusetts Institute of Technology 2023
Online Access:https://hdl.handle.net/1721.1/151475
https://orcid.org/0000-0002-8226-9243