Local influence in multilevel regression for growth curves

DOI10.1016/j.jmva.2003.08.007zbMath1056.62082OpenAlexW1978879799MaRDI QIDQ1888333

Yanyan Li

Publication date: 23 November 2004

Published in: Journal of Multivariate Analysis (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/j.jmva.2003.08.007

zbMATH Keywords

Longitudinal dataGeneralized Cook statisticHierarchical linear modelsMultilevel linear modelsPerturbation schemeRandom coefficients models

Mathematics Subject Classification ID

Estimation in multivariate analysis (62H12) Linear regression; mixed models (62J05) Diagnostics, and linear inference and regression (62J20)

Related Items (10)

Local influence analysis for GMM estimation ⋮ Local influence analysis in general spatial models ⋮ Sparse local influence analysis ⋮ Outlier Detection in Time Series Models Using Local Influence Method ⋮ Case deletion diagnostics for GMM estimation ⋮ A score test for detecting extreme values in a vector autoregressive model ⋮ Stepwise local influence in generalized autoregressive conditional heteroskedasticity models ⋮ Stepwise local influence analysis ⋮ Detection of outliers in multilevel models ⋮ Case deletion diagnostics in multilevel models

Uses Software

• MLwiN
• ARC
• ML3

Cites Work

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• Biplot display for diagnostic in a two-level regression model for growth curve analysis
• Efficient computational procedures for the estimation of parameters in multilevel models based on iterative generalised least squares
• Logistic regression with random coefficients
• Robust diagnostic regression analysis
• Local influence in ridge regression
• Statistical Methods for the Analysis of Repeated Measurements
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• Prediction in Repeated-Measures Models with Engineering Applications
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• Influence Analysis of Generalized Least Squares Estimators
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• Estimation in Covariance Components Models
• Analysis of Repeated Measures
• Case-Deletion Diagnostics for Mixed Models
• A Two-Level Regression Model for Growth Curves with Correlated Outcomes
• Some Algebra and Geometry for Hierarchical Models, Applied to Diagnostics
• Local influence in principal components analysis
• The Standardized Influence Matrix and Its Applications
• Local Influence in Linear Mixed Models
• More on local influence in pllincipal components analysis
• Maximum-likelihood estimation for the mixed analysis of variance model
• Parametric modelling of growth curve data: An overview. (With comments)

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