181 citations · 321 across the 23 of their papers we have counts for
3 papers · 1 filter
Stochastic Subgradient Algorithms for Strongly Convex Optimization over Distributed Networks
N. Denizcan Vanli, Muhammed O. Sayin, Suleyman S. Kozat
We study diffusion and consensus based optimization of a sum of unknown convex objective functions over distributed networks. The only access to these functions is through stochast…
Compressive Diffusion Strategies Over Distributed Networks for Reduced Communication Load
Muhammed O. Sayin, Suleyman S. Kozat
We study the compressive diffusion strategies over distributed networks based on the diffusion implementation and adaptive extraction of the information from the compressed diffusi…
Predicting Nearly As Well As the Optimal Twice Differentiable Regressor
N. Denizcan Vanli, Muhammed O. Sayin, Suleyman S. Kozat
We study nonlinear regression of real valued data in an individual sequence manner, where we provide results that are guaranteed to hold without any statistical assumptions. We add…