CrossCarry: An R package for the analysis of data from a crossover design with GEE

04/05/2023
by   N. A. Cruz, et al.
0

Experimental crossover designs are widely used in medicine, agriculture, and other areas of the biological sciences. Due to the characteristics of the crossover design, each experimental unit has longitudinal observations and the presence of drag effects on the response variable. There is no package in R that clearly models data from crossover designs. The CrossCarry package presented in this paper allows testing any crossover design as long as the observed response variable belongs to the exponential family, regardless of whether or not there is a washout period. It also allows modeling repeated measurements within each period and extends the correlation structures used in the generalized estimating equations. The family of correlation structures is built that takes into account the particularities of the design, that is, the correlation between and within the periods. It also includes a parametric component for modeling treatment effects and a non-parametric component for modeling time effects and carry-over effects. The non-parametric component is estimated from splines inserted into the generalized estimation equations.

READ FULL TEXT

page 21

page 22

research
09/12/2022

Semi-parametric generalized estimating equations for repeated measurements in cross-over designs

A model for cross-over designs with repeated measures within each period...
research
05/03/2022

A correlation structure for the analysis of Gaussian and non-Gaussian responses in crossover experimental designs with repeated measures

In this study, we propose a family of correlation structures for crossov...
research
06/18/2021

Generalized Linear Randomized Response Modeling using GLMMRR

Randomized response (RR) designs are used to collect response data about...
research
03/26/2019

The correlation structure of mixed effects models with crossed random effects in controlled experiments

The design of experiments in psychology can often be summarized to parti...
research
01/17/2020

Optimal Crossover Designs for Generalized Linear Models

We identify locally D-optimal crossover designs for generalized linear m...
research
01/07/2023

D-Optimal and Nearly D-Optimal Exact Designs for Binary Response on the Ball

In this paper the results of Radloff and Schwabe (2019a) will be extende...

Please sign up or login with your details

Forgot password? Click here to reset