181 citations · 181 across the 3 of their papers we have counts for
3 papers
A Novel Family of Adaptive Filtering Algorithms Based on The Logarithmic Cost
Muhammed O. Sayin, N. Denizcan Vanli, Suleyman S. Kozat
We introduce a novel family of adaptive filtering algorithms based on a relative logarithmic cost. The new family intrinsically combines the higher and lower order measures of the…
Robust Least Squares Methods Under Bounded Data Uncertainties
N. Denizcan Vanli, Mehmet A. Donmez, Suleyman S. Kozat
We study the problem of estimating an unknown deterministic signal that is observed through an unknown deterministic data matrix under additive noise. In particular, we present a m…
A Unified Approach to Universal Prediction: Generalized Upper and Lower Bounds
N. Denizcan Vanli, Suleyman S. Kozat
We study sequential prediction of real-valued, arbitrary and unknown sequences under the squared error loss as well as the best parametric predictor out of a large, continuous clas…