Linear model

Statistics

Applied mathematics

R package

Power (physics)

Computer science

Generalized linear mixed model

Mixed model

Thermodynamics

Physics

Mathematics

Generalized linear model

Methods in Ecology and Evolution

SummaryThe r package simr allows users to calculate power for generalized linear mixed models from the lme4 package. The power calculations are based on Monte Carlo simulations.It includes tools for (i) running a power analysis for a given model and design; and (ii) calculating power curves to assess trade-offs between power and sample size.This paper presents a tutorial using a simple example of count data with mixed effects (with structure representative of environmental monitoring data) to guide the user along a gentle learning curve, adding only a few commands or options at a time.

<scp>SIMR</scp> : an R package for power analysis of generalized linear mixed models by simulation

SIMR : an R package for power analysis of generalized linear mixed models by simulation