Testing high-dimensional regression coefficients in linear models via Bayes factor

Fast high-dimensional mean testing via logistic regression

This work proposes computationally efficient tests for equality of mean vectors of two or more high-dimensional populations by establishing an equivalence between equality of means and a zero population logistic regression parameter.

Nonlinear Boosting with Multiple Testing in High-Dimensional Generalised Linear Models with Binary Responses

This paper proposes a nonlinear boosting with multiple testing (BMT) approach to variable selection in high-dimensional generalised linear models with binary responses. At each stage of the BMT procedure, the model is updated by adding only the most significant covariate, conditional on those already selected in previo...

A robust combination test for goodness-of-fit

Assessment of global and local influence in robust linear and nonlinear censored regression models

Temi di Discussione

Nonparametric D-test for homogeneity with flexible null and alternative hypotheses

When testing for homogeneity in a finite normal mixture, one may compare the fit of a null model to that of an alternative model. While there are many possibilities for null and alternative models, perhaps the most common is assuming one and two mixture components as estimated using (penalized) maximum likelihood....