Non-parametric adaptive bandwidth selection for kernel estimators of spatial intensity functions
Methodology
2022-10-24 v1
Abstract
We propose a new fully non-parametric two-step adaptive bandwidth selection method for kernel estimators of spatial point process intensity functions based on the Campbell-Mecke formula and Abramson's square root law. We present a simulation study to assess its performance relative to the Cronie-Van Lieshout global bandwidth selector and apply the technique to data on induced earthquakes in theGroningen gas field.
Keywords
Cite
@article{arxiv.2210.11902,
title = {Non-parametric adaptive bandwidth selection for kernel estimators of spatial intensity functions},
author = {M. N. M. van Lieshout},
journal= {arXiv preprint arXiv:2210.11902},
year = {2022}
}
Comments
11 pages, 3 figure panels