Flexible Copula Density Estimation with Penalized Hierarchical B-splines
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Publication:2868861
DOI10.1111/sjos.12018zbMath1364.62084OpenAlexW1542792663MaRDI QIDQ2868861
David Ruppert, Göran Kauermann, Christian Schellhase
Publication date: 19 December 2013
Published in: Scandinavian Journal of Statistics (Search for Journal in Brave)
Full work available at URL: https://doi.org/10.1111/sjos.12018
Density estimation (62G07) Estimation in multivariate analysis (62H12) Multigrid methods; domain decomposition for boundary value problems involving PDEs (65N55)
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Cites Work
- Unnamed Item
- Copula density estimation by total variation penalized likelihood with linear equality constraints
- An introduction to copulas.
- Improved kernel estimation of copulas: weak convergence and goodness-of-fit testing
- Estimating copula densities through wavelets
- Archimedean copula estimation using Bayesian splines smoothing techniques
- Linear B-spline copulas with applications to nonparametric estimation of copulas
- Thresholding methods to estimate copula density
- Bivariate B-splines for tensor logspline density estimation
- Flexible smoothing with \(B\)-splines and penalties. With comments and a rejoinder by the authors
- Weak convergence of empirical copula processes
- Vines -- a new graphical model for dependent random variables.
- Semiparametric regression during 2003--2007
- Some Asymptotic Results on Generalized Penalized Spline Smoothing
- Estimating the density of a copula function
- Copulas: A Review and Recent Developments
- ON SEMIPARAMETRIC REGRESSION WITH O'SULLIVAN PENALIZED SPLINES
- Hierarchies of Archimedean copulas
- Joint Regression Analysis of Correlated Data Using Gaussian Copulas
- Copula Density Estimation by Total Variation Penalized Likelihood
- Regression and time series model selection in small samples
- Semiparametric Regression
- Model Selection and Multimodel Inference
- THE BERNSTEIN COPULA AND ITS APPLICATIONS TO MODELING AND APPROXIMATIONS OF MULTIVARIATE DISTRIBUTIONS
- Properties of hierarchical Archimedean copulas
- Sparse grids
- Nonparametric estimation of copula functions for dependence modelling
