Generalized spatial regression with differential regularization

DOI10.1080/00949655.2016.1182532OpenAlexW2104002570WikidataQ62109441 ScholiaQ62109441MaRDI QIDQ5222495

Laura M. Sangalli, Matthieu Wilhelm

Publication date: 1 April 2020

Published in: Journal of Statistical Computation and Simulation (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/1511.02688

zbMATH Keywords

finite element methodgeneralized additive modelfunctional data analysisspatial data analysisdifferential regularizations

Mathematics Subject Classification ID

Statistics (62-XX)

Related Items (5)

Generalized Spatially Varying Coefficient Models ⋮ Computationally efficient techniques for spatial regression with differential regularization ⋮ Spatial Regression With Partial Differential Equation Regularisation ⋮ Modeling spatially dependent functional data via regression with differential regularization ⋮ Some first inferential tools for spatial regression with differential regularization

Uses Software

• mgcv
• gamair

Cites Work

• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• An Explicit Link between Gaussian Fields and Gaussian Markov Random Fields: The Stochastic Partial Differential Equation Approach
• Linear smoothers and additive models
• Model-based geostatistics.
• Smoothing noisy data with spline functions: Estimating the correct degree of smoothing by the method of generalized cross-validation
• IGS: an isogeometric approach for smoothing on surfaces
• Numerical models for differential problems. Translated from the 5th Italian edition by Silvia Quarteroni
• Spatial regression models over two-dimensional manifolds
• Coverage Properties of Confidence Intervals for Generalized Additive Model Components
• Mixed Finite Elements for Spatial Regression with PDE Penalization
• Differential equation models for statistical functions
• Soap Film Smoothing
• Spline Smoothing over Difficult Regions
• Blood Flow Velocity Field Estimation Via Spatial Regression With PDE Penalization
• Spatial Spline Regression Models

This page was built for publication: Generalized spatial regression with differential regularization