Influence diagnostics for generalized linear mixed models: applications to clustered data.

DOI10.1016/S0167-9473(02)00075-0zbMath1103.62356OpenAlexW2005561813MaRDI QIDQ1852889

Andy H. Lee, Liming Xiang, Siu-Keung Tse

Publication date: 21 January 2003

Published in: Computational Statistics and Data Analysis (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/s0167-9473(02)00075-0

zbMATH Keywords

Cook's distanceMaskingGeneralized linear mixed modelsConditional influenceJoint influence

Mathematics Subject Classification ID

Generalized linear models (logistic models) (62J12) Diagnostics, and linear inference and regression (62J20)

Related Items (16)

Sensitivity analysis of longitudinal count responses: a local influence approach and application to medical data ⋮ Diagnostics for repeated measurements in generalized linear mixed effects models ⋮ Detection of outliers in longitudinal count data via overdispersion ⋮ Cook's distance for generalized linear mixed models ⋮ Competing regression models for longitudinal data ⋮ Influence diagnostics and outlier tests for varying coefficient mixed models ⋮ Deletion diagnostics for alternating logistic regressions ⋮ Diagnostic techniques for the inverse Gaussian regression model ⋮ Graphical Tools for Detecting Departures from Linear Mixed Model Assumptions and Some Remedial Measures ⋮ A novel outlier statistic in multivariate survival models and its application to identify unusual under-five mortality sub-districts in Malawi ⋮ High-dimensional influence measure ⋮ A gradient-based deletion diagnostic measure for generalized linear mixed models ⋮ Small sample inference for the fixed effects in the mixed linear model ⋮ Choice of units of analysis and modeling strategies in multilevel hierarchical models ⋮ Deletion measures for generalized linear mixed effects models ⋮ Influence diagnostics for random effect survival models: application to a recurrent infection study for kidney patients on portable dialysis

Cites Work

• Logistic regression diagnostics
• Confirmation of multiple outliers in generalized linear and nonlinear regressions
• Deletion diagnostics for generalised estimating equations
• Maximum Likelihood Algorithms for Generalized Linear Mixed Models
• Influence Diagnostics for Linear Longitudinal Models
• Local Influence in Linear Mixed Models
• Approximate Inference in Generalized Linear Mixed Models
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