activity
20142020
most citedStatistical Distances and Their Role in Robustness

21 citations · 53 across the 8 of their papers we have counts for

collaborators

9 papers

math.ST2020

An AUK-based index for measuring and testing the joint dependence of a random vector

Georgios Afendras, Marianthi Markatou, Albert Vexler

We present an index of dependence that allows one to measure the joint or mutual dependence of a -dimensional random vector with . The index is based on a -dimensional K…

math.ST2018★ 1 cited

Multi-Panel Kendall Plot in Light of an ROC Curve Analysis Applied to Measuring Dependence

Albert Vexler, Georgios Afendras, Marianthi Markatou

The Kendall plot ($\K$-plot) is a plot measuring dependence between the components of a bivariate random variable. The $\K$-plot graphs the Kendall distribution function against th…

math.ST2018

On the limiting distribution of sample central moments

Georgios Afendras, Nickos Papadatos, Violetta Piperigou

We investigate the limiting behavior of sample central moments, examining the special cases where the limiting (as the sample size tends to infinity) distribution is degenerate. Pa…

math.ST2016★ 2 cited

The out-of-source error in multi-source cross validation-type procedures

Georgios Afendras, Marianthi Markatou

A scientific phenomenon under study may often be manifested by data arising from processes, i.e. sources, that may describe this phenomenon. In this contex of multi-source data, we…

math.ST2016★ 21 cited

Statistical Distances and Their Role in Robustness

Marianthi Markatou, Yang Chen, Georgios Afendras +1

Statistical distances, divergences, and similar quantities have a large history and play a fundamental role in statistics, machine learning and associated scientific disciplines. H…

math.ST2015★ 13 cited

Optimality of Training/Test Size and Resampling Effectiveness of Cross-Validation Estimators of the Generalization Error

Georgios Afendras, Marianthi Markatou

An important question in constructing Cross Validation (CV) estimators of the generalization error is whether rules can be established that allow "optimal" selection of the size of…

math.PR2015★ 4 cited

Uniform Integrability of the OLS Estimators, and the Convergence of their Moments

Georgios Afendras, Marianthi Markatou

The problem of convergence of moments of a sequence of random variables to the moments of its asymptotic distribution is important in many applications. These include the determina…

math.PR2014

A factorial moment distance and an application to the matching problem

G. Afendras, N. Papadatos

In this note we introduce the notion of factorial moment distance for non-negative integer-valued random variables and we compare it with the total variation distance. Furthermore,…

math.PR2014★ 12 cited

Orthogonal polynomials in the Cumulative Ord family and its application to variance bounds

Giorgos Afendras, Narayanaswamy Balakrishnan, Nickos Papadatos

This article presents and reviews several basic properties of the Cumulative Ord family of distributions; this family contains all the commonly used discrete distributions. A compl…