Profile directory About Mobile apps
Log in Sign up
arXiv Statistics @arxiv_stats@qoto.org
Follow

A Random-Effects Approach to Linear Mixed Model Analysis of Incomplete Longitudinal Data https://arxiv.org/abs/2411.14548 #stat.ME

A Random-Effects Approach to Linear Mixed Model Analysis of Incomplete Longitudinal Data

We propose a random-effects approach to missing values for linear mixed model (LMM) analysis. The method converts a LMM with missing covariates to another LMM without missing covariates. The standard LMM analysis tools for longitudinal data then apply. Performance of the method is evaluated empirically, and compared with alternative approaches, including the popular MICE procedure of multiple imputation. Theoretical explanations are given for the patterns observed in the simulation studies. A real-data example is discussed.

arXiv.org
November 26, 2024 at 3:20 AM · · feed2toot · 0 · 1 · 1
Sign in to participate in the conversation
Qoto Mastodon

QOTO: Question Others to Teach Ourselves
An inclusive, Academic Freedom, instance
All cultures welcome.
Hate speech and harassment strictly forbidden.

Trending now

#russia0 people talking
0
#lifelessonsfromsitcoms0 people talking
0
#HashtagGames0 people talking
0

Resources

  • Terms of service
  • Privacy policy

Developers

  • Documentation
  • API

What is Mastodon?

qoto.org

  • About
  • v3.5.19-qoto

More…

  • Source code
  • Mobile apps
v3.5.19-qoto · Privacy policy