activity
20172022
most citedGeneralized Huber Loss for Robust Learning and its Efficient Minimization for a Robust Statistics

33 citations · 61 across the 24 of their papers we have counts for

collaborators

25 papers

math.OC2022

to : A Meta Algorithm for Multivariate Global Optimization via Univariate Optimizers

Kaan Gokcesu, Hakan Gokcesu

In this work, we propose a meta algorithm that can solve a multivariate global optimization problem using univariate global optimizers. Although the univariate global optimization…

eess.SP2022

Robust, Nonparametric, Efficient Decomposition of Spectral Peaks under Distortion and Interference

Kaan Gokcesu, Hakan Gokcesu

We propose a decomposition method for the spectral peaks in an observed frequency spectrum, which is efficiently acquired by utilizing the Fast Fourier Transform. In contrast to th…

cs.LG2022

Second Order Regret Bounds Against Generalized Expert Sequences under Partial Bandit Feedback

Kaan Gokcesu, Hakan Gokcesu

We study the problem of expert advice under partial bandit feedback setting and create a sequential minimax optimal algorithm. Our algorithm works with a more general partial monit…

eess.SP2022

Blind Source Separation for Mixture of Sinusoids with Near-Linear Computational Complexity

Kaan Gokcesu, Hakan Gokcesu

We propose a multi-tone decomposition algorithm that can find the frequencies, amplitudes and phases of the fundamental sinusoids in a noisy observation sequence. Under independent…

cs.GT20221 cited

Merging Knockout and Round-Robin Tournaments: A Flexible Linear Elimination Tournament Design

Kaan Gokcesu, Hakan Gokcesu

We propose a new tournament structure that combines the popular knockout tournaments and the round-robin tournaments. As opposed to the extremes of divisive elimination and no elim…

cs.DS2022

Natural Hierarchical Cluster Analysis by Nearest Neighbors with Near-Linear Time Complexity

Kaan Gokcesu, Hakan Gokcesu

We propose a nearest neighbor based clustering algorithm that results in a naturally defined hierarchy of clusters. In contrast to the agglomerative and divisive hierarchical clust…