50 citations · 194 across the 41 of their papers we have counts for
3 papers · 1 filter
Distributed Stochastic Approximation for Solving Network Optimization Problems Under Random Quantization
Thinh T. Doan, Siva Theja Maguluri, Justin Romberg
We study distributed optimization problems over a network when the communication between the nodes is constrained, and so information that is exchanged between the nodes must be qu…
Fast Convergence Rates of Distributed Subgradient Methods with Adaptive Quantization
Thinh T. Doan, Siva Theja Maguluri, Justin Romberg
We study distributed optimization problems over a network when the communication between the nodes is constrained, and so information that is exchanged between the nodes must be qu…
Convergence of the Iterates in Mirror Descent Methods
Thinh T. Doan, Subhonmesh Bose, D. Hoa Nguyen +1
We consider centralized and distributed mirror descent algorithms over a finite-dimensional Hilbert space, and prove that the problem variables converge to an optimizer of a possib…