Testing mean differences among groups: multivariate and repeated measures analysis with minimal assumptions

AC Bathke, S Friedrich, M Pauly… - Multivariate …, 2018 - Taylor & Francis
To date, there is a lack of satisfactory inferential techniques for the analysis of multivariate
data in factorial designs, when only minimal assumptions on the data can be made …

How to compare small multivariate samples using nonparametric tests

AC Bathke, SW Harrar, LV Madden - Computational Statistics & Data …, 2008 - Elsevier
In the life sciences and other research fields, experiments are often conducted to determine
responses of subjects to various treatments. Typically, such data are multivariate, where …

Relationship between mental health and socio-economic, demographic and environmental factors in the COVID-19 lockdown period—a multivariate regression …

S Bonnini, M Borghesi - Mathematics, 2022 - mdpi.com
Amongst the several consequences of the COVID-19 pandemic, we should include
psychological effects on the population. The mental health consequences of lockdown are …

Permutation testing for thick data when the number of variables is much greater than the sample size: recent developments and some recommendations

PB Langthaler, R Ceccato, L Salmaso, R Arboretti… - Computational …, 2023 - Springer
In many scientific disciplines datasets contain many more variables than observational units
(so-called thick data). A common hypothesis of interest in this setting is the global null …

A nonparametric version of Wilks' lambda—Asymptotic results and small sample approximations

C Liu, AC Bathke, SW Harrar - Statistics & probability letters, 2011 - Elsevier
We propose a nonparametric version of Wilks' lambda (the multivariate likelihood ratio test)
and investigate its asymptotic properties under the two different scenarios of either large …

Modeling 3D NAND Flash with Nonparametric Inference on Regression Coefficients for Reliable Solid-State Storage

M Borghesi, C Zambelli, R Micheloni, S Bonnini - Future Internet, 2023 - mdpi.com
Solid-state drives represent the preferred backbone storage solution thanks to their low
latency and high throughput capabilities compared to mechanical hard disk drives. The …

Some contributions to the analysis of multivariate data

AC Bathke, SW Harrar… - … Journal: Journal of …, 2009 - Wiley Online Library
In this paper, we provide an overview of recently developed methods for the analysis of
multivariate data that do not necessarily emanate from a normal universe. Multivariate data …

Nonparametric Analysis of Multivariate Data in Factorial Designs with Nondetects: A Case Study with Microbiome Data

M Kiefel, J Freidl - Journal of Agricultural, Biological and Environmental …, 2024 - Springer
The term “nondetects” describes observations that are not fully observed because the true
value is below a detection threshold—and can therefore not be precisely detected. One may …

Multivariate small sample tests for two-way designs with applications to industrial statistics

R Arboretti, R Ceccato, L Corain, F Ronchi, L Salmaso - Statistical Papers, 2018 - Springer
In this paper, we present a novel nonparametric approach for multivariate analysis of two-
way crossed factorial design based on nonparametric combination applied to synchronized …

Predictors of pre-European deforestation on Pacific islands: A re-analysis using modern multivariate non-parametric statistical methods

A Schenk, M Neuhäuser, GD Ruxton… - Forest Ecology and …, 2021 - Elsevier
The many different islands of the Pacific provide a natural experiment that is ideal for
studying predictors affecting plant cover and habitat-type. Previous research into pre …