33 citations · 52 across the 22 of their papers we have counts for
Showing stat.MLShow all
3 papers · 1 filter
stat.ML2022★ 1 cited
Smoothing with the Best Rectangle Window is Optimal for All Tapered Rectangle Windows
Kaan Gokcesu, Hakan Gokcesu
We investigate the optimal selection of weight windows for the problem of weighted least squares. We show that weight windows should be symmetric around its center, which is also i…
stat.ML2022
Nonconvex Extension of Generalized Huber Loss for Robust Learning and Pseudo-Mode Statistics
Kaan Gokcesu, Hakan Gokcesu
We propose an extended generalization of the pseudo Huber loss formulation. We show that using the log-exp transform together with the logistic function, we can create a loss which…
stat.ML2021★ 33 cited
Generalized Huber Loss for Robust Learning and its Efficient Minimization for a Robust Statistics
Kaan Gokcesu, Hakan Gokcesu
We propose a generalized formulation of the Huber loss. We show that with a suitable function of choice, specifically the log-exp transform; we can achieve a loss function which co…