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A general framework for decentralized optimization with first-order methods


Sep 12, 2020
Ran Xin, Shi Pu, Angelia Nedić, Usman A. Khan


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On the Sample Complexity and Optimization Landscape for Quadratic Feasibility Problems


Feb 04, 2020
Parth Thaker, Gautam Dasarathy, Angelia Nedić

* 21 pages 

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Distributed Computation of Wasserstein Barycenters over Networks


Sep 20, 2018
César A. Uribe, Darina Dvinskikh, Pavel Dvurechensky, Alexander Gasnikov, Angelia Nedić


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Distributed Stochastic Gradient Tracking Methods


Sep 08, 2018
Shi Pu, Angelia Nedić

* This article draws heavily from arXiv:1803.07741 (conference submission) 

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Optimal Algorithms for Distributed Optimization


Sep 05, 2018
César A. Uribe, Soomin Lee, Alexander Gasnikov, Angelia Nedić


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A Dual Approach for Optimal Algorithms in Distributed Optimization over Networks


Sep 03, 2018
César A. Uribe, Soomin Lee, Alexander Gasnikov, Angelia Nedić

* This work is an extended version of the manuscript: Optimal Algorithms for Distributed Optimization} arXiv:1712.00232 

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Distributed Learning for Cooperative Inference


Apr 10, 2017
Angelia Nedić, Alex Olshevsky, César A. Uribe


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Distributed Gaussian Learning over Time-varying Directed Graphs


Dec 07, 2016
Angelia Nedić, Alex Olshevsky, César A. Uribe


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A Tutorial on Distributed (Non-Bayesian) Learning: Problem, Algorithms and Results


Sep 23, 2016
Angelia Nedić, Alex Olshevsky, César A. Uribe

* Tutorial Presented in CDC2016 

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Geometrically Convergent Distributed Optimization with Uncoordinated Step-Sizes


Sep 19, 2016
Angelia Nedić, Alex Olshevsky, Wei Shi, César A. Uribe

* arXiv admin note: text overlap with arXiv:1607.03218 

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Coordinate Dual Averaging for Decentralized Online Optimization with Nonseparable Global Objectives


May 20, 2016
Soomin Lee, Angelia Nedić, Maxim Raginsky

* 10 pages; accepted for publication in IEEE Transactions on Control of Network Systems 

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Distributed Learning with Infinitely Many Hypotheses


May 06, 2016
Angelia Nedić, Alex Olshevsky, César Uribe

* Submitted to CDC2016 

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Online discrete optimization in social networks in the presence of Knightian uncertainty


Jan 29, 2015
Maxim Raginsky, Angelia Nedić

* 33 pages 

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