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Using pmap to parallelize fitting linear mixed models in Julia Accelerating Linear Mixed Model Fitting with pmap in Julia Linear mixed models LMMs are powerful tools for analyzing data with complex dependencies but fitting 3 min read 05-10-2024 9
Crossed random effects in Python with Statsmodels Understanding and Implementing Crossed Random Effects in Python with Statsmodels The Challenge Modeling Complex Data Structures Imagine you re analyzing data on 3 min read 04-10-2024 12
Mixed-effects models: Does lmer function really do listwise deletion? Understanding Mixed Effects Models Does the lmer Function Really Use Listwise Deletion Mixed effects models are a powerful tool for analyzing complex data struc 3 min read 27-09-2024 10
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Appropriate Statistical Test for pre to post data with imputed data sets? Understanding Appropriate Statistical Tests for Pre to Post Data with Imputed Data Sets In statistical analysis determining the right test to apply to your data 3 min read 19-09-2024 17
Multinomial mixed models: glmmTMB vs. mblogit. Why does glmmTMB works and mblogit gives the 'a' is computationally singular error? Understanding Multinomial Mixed Models glmm TMB vs mblogit In the realm of statistical modeling multinomial mixed models serve an important role when dealing wi 3 min read 14-09-2024 17
Confounding Variable in Regression Model: Simpson's Paradox Simpsons Paradox The Surprising Power of Hidden Variables Imagine you re trying to determine if a new medication is effective in treating a particular illness Y 2 min read 13-09-2024 15
Omnibus effect size r2glmm Understanding Omnibus Effect Sizes in Mixed Models with r2glmm In the realm of statistical analysis effect sizes are crucial for understanding the practical sig 3 min read 02-09-2024 13
How do I correctly specify nesting in the sommer R package? Mastering Nesting in the sommer R Package A Guide for Mixed Effects Models The sommer package in R is a powerful tool for fitting mixed effects models particula 2 min read 31-08-2024 15
Converting a SAs nol linear mixed model (nlmixed) to R nlme Bridging the Gap Converting SAS NLMIXED to R nlme for Non Linear Mixed Effects Models This article explores the process of converting a SAS non linear mixed mod 3 min read 29-08-2024 19
Getting results output for random factors in glmer() Getting Results Output for Random Factors in glmer Introduction Generalized linear mixed effects models GLMMs are powerful tools for analyzing data with both fi 3 min read 28-08-2024 18
Sommer Package: mmer prediction error because of singular matrix Sommer Package Sommer Prediction Error Because of Singular Matrix Understanding the Error You re encountering a LAPACK dgetrf matrix is exactly singular error i 2 min read 27-08-2024 14