Top Tweets for #MixedEffects
#statstab #401 Common issues, conundrums, and other things that might come up when implementing mixed models
Thoughts: GLMMs are cool, but come with their own quirks.
#glmm #lmer #brms #mixedeffects #hierarchicalmodels #r
https://t.co/tbE4s93gtS
#statstab #328 How to Assess Task Reliability using Bayesian Mixed Models
by @Dom_Makowski
Thoughts: Nice walkthrough using {brms}, with code, data gen, and plots.
#r #bayesian #mixedeffects #reliability #brms
https://t.co/5ZA7p4BXeb

#statstab #264 When estimating a treatment effect with a cluster design, you need to include varying slopes, even if the fit gives warning messages
Thoughts: Warnings are scary ⚠️ Bad model are scarier 👹
#lmer #modelfit #mixedeffects #r #randomslopes
https://t.co/NQ7wjb9Cd5
#statstab #221 #brms posterior_epred() vs posterior_predict()
Thoughts: When starting off with bayesian mixed models you'll run across this issue. Here's one of the best forum posts on it.
#bayesian #mixedeffects #models #posterior #effects #prediction
https://t.co/6XFW4JLkOY

#statstab #199 Mixed model equivalence test using R and PANGEA
Thoughts: While there are easier ways to compute #EQ tests for such models now, it is nice to see how you'd do so manually.
#equivalencetests #NHST #mixedeffects #r #stats #nullresults
https://t.co/jF2m3hi4zU
#statstab #130 Power Simulation in a Mixed Effects design using R
Thoughts: I used {faux} in my last blog post. Useful package if you think you can anticipate your data (v onerous in mixed effects).
#r #simulation #power #NHST #mixedeffects #lmer #stats
https://t.co/XmO0d3yabJ
#statstab #112 Mixed Models with R
Thoughts: A very nice overview of what mixed models are, how to use them, and how to interpret the results (even mentions issues with p-values).
#rstats #r #lmer #mixedeffects
https://t.co/3KjmmuCgB0
#statstab #51 R Functions for Variance Decomposition {varde}
Thoughts: A useful package to get more insight into your mixed effects model.
#r #rstats #mixedeffects #lmm
https://t.co/3l6eXofhKZ
#statstab #45 Visualizing Hierarchical Models by @mf_viz
Thoughts: One of the coolest visualisation websites for mixed effects models I had saved.
#stats #mixedeffects #hierarchicalmodels #rstats #MLM
https://t.co/SjXJ407A0I
🚨New paper: A Tutorial for Deception Detection Analysis or: How I Learned to Stop Aggregating Veracity Judgments and Embraced Signal Detection Theory Mixed Models
w/ @vuorre
A better way to analyse lie data.
#deception #SDT #mixedeffects #brms #rstats
https://t.co/5trHTrq603
#statstab #16 Maximal Random Structure (mixed effects models)
Thoughts: A very nice tutorial and explanation on the benefits of Mixed effects models, including some useful advice and advanced tips.
#stats #lmm #mixedeffects #randomeffects #power
https://t.co/7uHNh5DFyD

Data weighting and process variation. Nick Fisch's paper is just out. We are getting close to defining the Good Practices, but be careful you don't model process variation on the wrong process.
#StateSpaceModel
#CAPAM
#randomeffects
#mixedeffects
https://t.co/UQXszMIFEg
where can i find a guide for specifying different nested LMMs syntax (#brms preferably)? I have a model where the stimuli follow a person/question/topic structure and I'm not sure how to specify the maximal model. #help
#stats #rstats #MixedEffects
#SUSEditorialChoice
How COVID-19 Affected GHG Emissions of Ferries in Europe
by Gianandrea Mannarini, et al.
https://t.co/aPKBjquf8R
#EUMRV #mixedeffects #lockdown

Fixed or random - what to do if the grouping variable has few levels. Simulation study with recommendations! https://t.co/aysde8qqqs #mixedEffects #stats
#AAIC22 — 🎊 🙌 The @DesignDataPIA is thrilled to celebrate its first Preconference Workshop on Advanced #MixedEffects Models for #LongitudinalData! Many thanks to the wonderful registrants and instructors!
#DonaldHedeker @DrAnaCapuano @maude_wagner2
@alzassociation @ISTAART

Which environmental measures matter most for food systems in Burkina Faso? We dig into options from @FEWSNET with spatially referenced #nutrition data from @PM4Action and new research from @JessiePinchoff and co!
#rstats #rspatial #mixedeffects lme4📦
https://t.co/jjAGRf4YJ8
Tree-Boosted Mixed Effects Models - https://t.co/fTOmw6X2qZ
#artificialintelligence #datascience #machinelearning #mixedeffects #python

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