Journal of Statistical Software · 2004 · 156 citations · 29 references
Numerical AnalysisEngineeringMixed Model SoftwareModeling MethodNumerical SimulationStatistical InferenceModeling And SimulationSas SoftwareModel IntegrationMixed Model FrameworkFunctional Data AnalysisStatisticsModel AnalysisBasis Functions
Smoothing methods that use basis functions with penalization can be formulated as fits in a mixed model framework. One of the major benefits is that software for mixed model analysis can be used for smoothing. We illustrate this for several smoothing models such as additive and varying coefficient models for both S-PLUS and SAS software. Code for each of the illustrations is available on the Internet.
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Technometrics · 2005 · 18K citations
Mixed-Effects Models in S and S-PLUS
Technometrics · 2001 · 9.4K citations · Full text
Noel Cressie · Terra Nova · 1992 · 8.9K citations
Quantitative Spatial Model, Spatial Statistical Analysis, Geography +4
Richard A. Brown, Trevor Hastie, Robert Tibshirani · Biometrics · 1991 · 8.3K citations
Statistical Modeling, Statistics, Generalized Additive Models +1