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Analyzing Decision-Making in Cognitive Agent Simulations Using Generalized Linear Mixed-Effects Models

open access: goldMathematics
Enhancing model interpretability remains an ongoing challenge in predictive modelling, especially when applied to simulation data from complex systems.
Shengkun Xie   +2 more
doaj   +2 more sources

The Estimation of Item Response Models with the lmer Function from the lme4 Package in R [PDF]

open access: yesJournal of Statistical Software, 2011
In this paper we elaborate on the potential of the lmer function from the lme4 package in R for item response (IRT) modeling. In line with the package, an IRT framework is described based on generalized linear mixed modeling. The aspects of the framework
Paul De Boeck   +6 more
doaj   +1 more source

Estimating power in (generalized) linear mixed models: An open introduction and tutorial in R. [PDF]

open access: yesBehav Res Methods, 2021
Mixed-effects models are a powerful tool for modeling fixed and random effects simultaneously, but do not offer a feasible analytic solution for estimating the probability that a test correctly rejects the null hypothesis.
Kumle L, Võ ML, Draschkow D.
europepmc   +2 more sources

Meta-analysis of Proportions Using Generalized Linear Mixed Models. [PDF]

open access: yesEpidemiology, 2020
Supplemental Digital Content is available in the text. Epidemiologic research often involves meta-analyses of proportions. Conventional two-step methods first transform each study’s proportion and subsequently perform a meta-analysis on the transformed ...
Lin L, Chu H.
europepmc   +2 more sources

Implementation of generalized estimating equations and mixed linear models in Python [PDF]

open access: yesYixue xinzhi zazhi, 2022
Objective Explore the implementation of generalized estimation equations (GEE) and mixed linear models (MLM) in longitudinal data analysis using Python software, and expand its application in statistical analysis.Methods GEE and MLM were constructed by ...
Kui-Zhuang JIAO   +5 more
doaj   +1 more source

CytoGLMM: conditional differential analysis for flow and mass cytometry experiments

open access: yesBMC Bioinformatics, 2021
Background Flow and mass cytometry are important modern immunology tools for measuring expression levels of multiple proteins on single cells. The goal is to better understand the mechanisms of responses on a single cell basis by studying differential ...
Christof Seiler   +7 more
doaj   +1 more source

Different approaches to characterize artificial breeding sites of Aedes aegypti using generalized linear mixed models. [PDF]

open access: yesInfect Dis Poverty, 2020
As no globally accepted dengue vaccines or specific antiviral therapies are currently available, controlling breeding sites of Aedes aegypti is a target to prevent dengue outbreaks.
Flaibani N   +3 more
europepmc   +2 more sources

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