Fast Stable Direct Fitting and Smoothness Selection for Generalized Additive Models
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Publication:3631457
DOI10.1111/j.1467-9868.2007.00646.xOpenAlexW2099372171WikidataQ59410296 ScholiaQ59410296MaRDI QIDQ3631457
Publication date: 10 June 2009
Published in: Journal of the Royal Statistical Society Series B: Statistical Methodology (Search for Journal in Brave)
Full work available at URL: https://arxiv.org/abs/0709.3906
Akaike's information criterionpenalized likelihoodgeneralized additive modelsgeneralized additive mixed modelsgeneralized cross-validationstable computationgeneralized approximate cross-validationpenalized regression splines
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Uses Software
Cites Work
- A statistical perspective on ill-posed inverse problems (with discussion)
- Automatic approximation of the marginal likelihood in non-Gaussian hierarchical models
- Smoothing noisy data with spline functions: Estimating the correct degree of smoothing by the method of generalized cross-validation
- Direct generalized additive modeling with penalized likelihood.
- Generalized structured additive regression based on Bayesian P-splines
- Bandwidth selection for smooth backfitting in additive models
- Minimizing GCV/GML Scores with Multiple Smoothing Parameters via the Newton Method
- LAPACK Users' Guide
- A Descent Method for the Uniform Solution to Over-Determined Systems of Linear Equations
- Inference in Generalized Additive Mixed Models by Using Smoothing Splines
- Semiparametric Regression
- Mixed-Effects Models in S and S-PLUS
- Smoothing Spline Gaussian Regression: More Scalable Computation via Efficient Approximation
- Thin Plate Regression Splines
- Approximate Inference in Generalized Linear Mixed Models
- Some Comments on C P
- Stable and Efficient Multiple Smoothing Parameter Estimation for Generalized Additive Models
- Smoothing spline ANOVA models
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