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Methods for Large-Scale Distributed Optimization

Description:

With the growing size of networks and datasets and the lack of centralized access to information, distributed control and optimization become inevitable. In the first part of this thesis, we develop an asynchronous Newton-based distributed optimization algorithm and analyze its convergence properties. Our algorithm benefits from the fast convergence properties...

Keyword:

Asynchronous algorithms, Consensus optimization, Distributed optimization, Gradient method, and Newton's method

Subject:

Electrical engineering

Creator:

mansoori, fatemeh

Owner:

Scholarly Digital Publishing

Language:

en

Date Uploaded:

04/28/2020

Date Created:

2020-01-01

Resource Type:

Dissertation

Alternate Identifier:

etdadmin_upload_719666 and http://dissertations.umi.com/northwestern:15015