Simultaneous selection of variables and smoothing parameters in structured additive regression models
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Publication:1023927
DOI10.1016/j.csda.2008.05.032zbMath1452.62029OpenAlexW2035844373WikidataQ114671404 ScholiaQ114671404MaRDI QIDQ1023927
Stefan Lang, Christiane Belitz
Publication date: 16 June 2009
Published in: Computational Statistics and Data Analysis (Search for Journal in Brave)
Full work available at URL: https://doi.org/10.1016/j.csda.2008.05.032
Computational methods for problems pertaining to statistics (62-08) Nonparametric regression and quantile regression (62G08) Generalized linear models (logistic models) (62J12)
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- Robust specification of the roughness penalty prior distribution in spatially adaptive Bayesian P-splines models
- Space-varying regression models: specifications and simulation
- Boosting ridge regression
- Direct generalized additive modeling with penalized likelihood.
- Polynomial splines and their tensor products in extended linear modeling. (With discussions)
- Flexible smoothing with \(B\)-splines and penalties. With comments and a rejoinder by the authors
- Least angle regression. (With discussion)
- Generalized structured additive regression based on Bayesian P-splines
- Boosting for high-dimensional linear models
- Geoadditive Models
- ON CONFIDENCE INTERVALS FOR GENERALIZED ADDITIVE MODELS BASED ON PENALIZED REGRESSION SPLINES
- Smoothing Parameter Selection in Nonparametric Regression Using an Improved Akaike Information Criterion
- Inference in Generalized Additive Mixed Models by Using Smoothing Splines
- The Stationary Bootstrap
- Semiparametric Regression
- Variable Selection and Function Estimation in Additive Nonparametric Regression Using a Data-Based Prior
- Thin Plate Regression Splines
- Objective Bayesian Variable Selection
- Generalized Additive Models for Location, Scale and Shape
- Regression. Models, methods and applications.
- Linear mixed models for longitudinal data
- Multivariate statistical modelling based on generalized linear models.
- A practical guide to splines.
- Smoothing spline ANOVA models
