391 citations · 881 across the 63 of their papers we have counts for
4 papers · 1 filter
Data Imputation through the Identification of Local Anomalies
Huseyin Ozkan, Ozgun S. Pelvan, Suleyman S. Kozat
We introduce a comprehensive and statistical framework in a model free setting for a complete treatment of localized data corruptions due to severe noise sources, e.g., an occluder…
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…