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A Decentralized Primal-Dual Framework for Non-Convex Smooth Consensus Optimization

Journal Article · · IEEE Transactions on Signal Processing
 [1];  [2];  [3]
  1. Department of Mathematical Sciences, Rensselaer Polytechnic Institute, Troy, NY, USA; OSTI
  2. Department of Mathematical Sciences, Rensselaer Polytechnic Institute, Troy, NY, USA
  3. MIT-IBM Watson AI Lab, IBM, Cambridge, MA, USA
Not provided.
Research Organization:
Iowa State Univ., Ames, IA (United States)
Sponsoring Organization:
USDOE Office of Electricity Delivery and Energy Reliability (OE)
DOE Contract Number:
OE0000910
OSTI ID:
2418275
Journal Information:
IEEE Transactions on Signal Processing, Journal Name: IEEE Transactions on Signal Processing Vol. 71; ISSN 1053-587X
Publisher:
IEEE
Country of Publication:
United States
Language:
English

References (34)

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FlexPD: A Flexible Framework of First-Order Primal-Dual Algorithms for Distributed Optimization journal January 2021
Distributed Non-Convex First-Order Optimization and Information Processing: Lower Complexity Bounds and Rate Optimal Algorithms journal November 2019
Distributed Stochastic Consensus Optimization With Momentum for Nonconvex Nonsmooth Problems journal January 2021
Gradient-based learning applied to document recognition journal January 1998
EXTRA: An Exact First-Order Algorithm for Decentralized Consensus Optimization journal January 2015
A fast Iterative Shrinkage-Thresholding Algorithm with application to wavelet-based image deblurring conference April 2009
On the Convergence of Decentralized Gradient Descent journal January 2016
Accelerated linear iterations for distributed averaging journal December 2011
Fast linear iterations for distributed averaging journal September 2004
On Nonconvex Decentralized Gradient Descent journal June 2018
A Primal-Dual SGD Algorithm for Distributed Nonconvex Optimization journal May 2022
A dual approach for optimal algorithms in distributed optimization over networks journal April 2020
Decentralized Consensus Optimization With Asynchrony and Delays journal June 2018
Fast Decentralized Nonconvex Finite-Sum Optimization with Recursive Variance Reduction journal January 2022
Distributed Optimization and Statistical Learning via the Alternating Direction Method of Multipliers book January 2011
Relative-error approximate versions of Douglas–Rachford splitting and special cases of the ADMM journal May 2017
Prox-PDA: The Proximal Primal-Dual Algorithm for Fast Distributed Nonconvex Optimization and Learning Over Networks text January 2017
Distributed Subgradient Methods for Multi-Agent Optimization journal January 2009
Microsoft Academic Graph: When experts are not enough journal February 2020
Global Convergence of ADMM in Nonconvex Nonsmooth Optimization journal June 2018
FedPD: A Federated Learning Framework With Adaptivity to Non-IID Data journal January 2021
Asynchrounous Decentralized Learning of a Neural Network conference May 2020
A Distributed, Asynchronous, and Incremental Algorithm for Nonconvex Optimization: An ADMM Approach journal September 2018
Push–Pull Gradient Methods for Distributed Optimization in Networks journal January 2021
Accelerated Distributed Nesterov Gradient Descent journal June 2020
On the O(1=k) convergence of asynchronous distributed alternating Direction Method of Multipliers conference December 2013
Convergence Analysis of Alternating Direction Method of Multipliers for a Family of Nonconvex Problems journal January 2016

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