An evaluation of likelihood-based bandwidth selectors for spatial and spatiotemporal kernel estimates

DOI10.1080/00949655.2019.1575066OpenAlexW2914350465MaRDI QIDQ5107382

Tilman M. Davies, Andrew B. Lawson

Publication date: 27 April 2020

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

Full work available at URL: https://doi.org/10.1080/00949655.2019.1575066

zbMATH Keywords

cross-validationdensity estimationpoint patternoptimal bandwidthgeographical epidemiology

Mathematics Subject Classification ID

Directional data; spatial statistics (62H11) Density estimation (62G07)

Related Items (2)

Estimation of relative risk for events on a linear network ⋮ Diffusion smoothing for spatial point patterns

Uses Software

• R
• KernSmooth
• Splancs
• rgl
• pyuvdata
• spagmix

Cites Work

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• Bayesian adaptive bandwidth kernel density estimation of irregular multivariate distributions
• An evaluation of non-parametric relative risk estimators for disease maps
• A Bayesian approach to bandwidth selection for multivariate kernel density estimation
• Analysis of Minnesota colon and rectum cancer point patterns with spatial and nonspatial covariate information
• Variable window width kernel estimates of probability densities
• A comparative study of several smoothing methods in density estimation
• On the utility of asymptotic bandwidth selectors for spatially adaptive kernel density estimation
• Symmetric adaptive smoothing regimens for estimation of the spatial relative risk function
• Fast computation of spatially adaptive kernel estimates
• On bandwidth variation in kernel estimates. A square root law
• Kernel estimation of relative risk
• Boundary kernels for adaptive density estimators on regions with irregular boundaries
• A Brief Survey of Bandwidth Selection for Density Estimation
• A Kernel Method for Smoothing Point Process Data
• Spatial Variation in Risk of Disease: A Nonparametric Binary Regression Approach
• Log Gaussian Cox Processes
• Cross-Validation of Multivariate Densities
• Inference Based on Kernel Estimates of the Relative Risk Function in Geographical Epidemiology
• Nonparametric Estimation of Spatial Segregation in a Multivariate Point Process: Bovine Tuberculosis in Cornwall, UK

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