391 citations · 881 across the 63 of their papers we have counts for
4 papers · 1 filter
A Comprehensive Approach to Universal Piecewise Nonlinear Regression Based on Trees
N. Denizcan Vanli, Suleyman S. Kozat
In this paper, we investigate adaptive nonlinear regression and introduce tree based piecewise linear regression algorithms that are highly efficient and provide significantly impr…
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…
Single Bit and Reduced Dimension Diffusion Strategies Over Distributed Networks
Muhammed O. Sayin, Suleyman S. Kozat
We introduce novel diffusion based adaptive estimation strategies for distributed networks that have significantly less communication load and achieve comparable performance to the…