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Multi-purpose open-end monitoring procedures for multivariate observations based on the empirical distribution function

Authors :
Holmes, Mark
Kojadinovic, Ivan
Verhoijsen, Alex
Publication Year :
2022

Abstract

We propose nonparametric open-end sequential testing procedures that can detect all types of changes in the contemporary distribution function of possibly multivariate observations. Their asymptotic properties are theoretically investigated under stationarity and under alternatives to stationarity. Monte Carlo experiments reveal their good finite-sample behavior in the case of continuous univariate, bivariate and trivariate observations. A short data example concludes the work.<br />Comment: 45 pages, 8 tables, 11 figures

Details

Database :
arXiv
Publication Type :
Report
Accession number :
edsarx.2201.10311
Document Type :
Working Paper