Nonparametric Methods for Complex Multivariate Data: Asymptotics and Small Sample Approximations

TL;DR

This paper introduces nonparametric methods for analyzing complex multivariate data, especially in the context of quality of life outcomes, providing robust effect size measures and asymptotic inference that handle missing data and clustering.

Contribution

It develops novel nonparametric effect size estimators with asymptotic properties, addressing challenges like missing data and clustering in multivariate analysis.

Findings

Effective in presence of missing values and clustering

Asymptotic properties of estimators established

Illustrated with asthma intervention trial data

Abstract

Quality of Life (QOL) outcomes are important in the management of chronic illnesses. In studies of efficacies of treatments or intervention modalities, QOL scales multi-dimensional constructs are routinely used as primary endpoints. The standard data analysis strategy computes composite (average) overall and domain scores, and conducts a mixed-model analysis for evaluating efficacy or monitoring medical conditions as if these scores were in continuous metric scale. However, assumptions of parametric models like continuity and homoscedastivity can be violated in many cases. Furthermore, it is even more challenging when there are missing values on some of the variables. In this paper, we propose a purely nonparametric approach in the sense that meaningful and, yet, nonparametric effect size measures are developed. We propose estimator for the effect size and develop the asymptotic properties. Our methods are shown to be particularly effective in the presence of some form of clustering and/or missing values. Inferential procedures are derived from the asymptotic theory. The Asthma Randomized Trial of Indoor Wood Smoke data will be used to illustrate the applications of the proposed methods. The data was collected from a three-arm randomized trial which evaluated interventions targeting biomass smoke particulate matter from older model residential wood stoves in homes that have children with asthma.