On ignoring the random effects assumption in multilevel models: Review, critique, and recommendations
J Antonakis, N Bastardoz… - Organizational Research …, 2021 - journals.sagepub.com
… Unobserved Heterogeneity in Hierarchical Datasets … , industry) to have a separate intercept
and slope is indicated by … The likelihood ratio test can be used for comparing nested models…
and slope is indicated by … The likelihood ratio test can be used for comparing nested models…
Latent class structures: taste heterogeneity and beyond
S Hess - Handbook of choice modelling, 2024 - elgaronline.com
… to separate scale heterogeneity from other heterogeneity. … specific random coefficients
captures additional heterogeneity … continuous heterogeneity in the non-zero coefficient values, …
captures additional heterogeneity … continuous heterogeneity in the non-zero coefficient values, …
[HTML][HTML] The application of meta-analytic (multi-level) models with multiple random effects: A systematic review
… in an attempt to explain the heterogeneity between studies, that is, to … in separate variance
estimates for each random effect. … Looking at odds ratio, we can see that the variance values in …
estimates for each random effect. … Looking at odds ratio, we can see that the variance values in …
Discretizing unobserved heterogeneity
… Intuitively, injectivity guarantees that one can separate the types of two … of GFE in models
where heterogeneity follows a nonlinear factor structure, we present the results of a small-scale …
where heterogeneity follows a nonlinear factor structure, we present the results of a small-scale …
Robustness of linear mixed‐effects models to violations of distributional assumptions
H Schielzeth, NJ Dingemanse… - Methods in ecology …, 2020 - Wiley Online Library
… , homogeneity of the residuals, independence of the random … data ranges, the latent scale
values were divided by 2 before … models or if two levels are nearly identical in their factor …
values were divided by 2 before … models or if two levels are nearly identical in their factor …
Spatial homogeneity pursuit of regression coefficients for large datasets
F Li, H Sang - Journal of the American Statistical Association, 2019 - Taylor & Francis
… random effect. The effects of explanatory variables in such … regression modeling approach,
called spatially clustered coefficient (… locations, resulting in isolated points. In such a case, (2) …
called spatially clustered coefficient (… locations, resulting in isolated points. In such a case, (2) …
[HTML][HTML] Fixed and random effects models: making an informed choice
… the standard RE model (without separated within and between … As long as we interpret any
coefficient estimates with these … from models that assume homogeneity incorrectly will suffer …
coefficient estimates with these … from models that assume homogeneity incorrectly will suffer …
Fixed effects individual slopes: Accounting and testing for heterogeneous effects in panel data or other multilevel models
T Rüttenauer, V Ludwig - Sociological Methods & Research, 2023 - journals.sagepub.com
… by estimating both coefficient vectors in a common model. Second, we … between the coefficients
by simulation. Both of them … Note that we include a random slopes model here, because …
by simulation. Both of them … Note that we include a random slopes model here, because …
Modeling correlation and heterogeneity in crash rates by collision types using full Bayesian random parameters multivariate Tobit model
… ) model is proposed in our study by setting the coefficients ( β … separate models by divergence
type are warranted will bring … coefficient and the Kendall’s tau-b correlation coefficient …
type are warranted will bring … coefficient and the Kendall’s tau-b correlation coefficient …
Meta-analysis in sociological research: Power and heterogeneity
… For example, depression can be measured by different scales … (under the homogeneity
assumption) divided by a constant a: … It applies when a study-level factor of interest is categorical (…
assumption) divided by a constant a: … It applies when a study-level factor of interest is categorical (…