A non-model-based approach to bandwidth selection for kernel estimators of spatial intensity functions

成果类型:
Article
署名作者:
Cronie, O.; van Lieshout, M. N. M.
署名单位:
Umea University; University of Twente
刊物名称:
BIOMETRIKA
ISSN/ISSBN:
0006-3444
DOI:
10.1093/biomet/asy001
发表日期:
2018
页码:
455462
关键词:
摘要:
We propose a new bandwidth selection method for kernel estimators of spatial point process intensity functions. The method is based on an optimality criterion motivated by the Campbell formula applied to the reciprocal intensity function. The new method is fully nonparametric, does not require knowledge of higher-order moments, and is not restricted to a specific class of point process. Our approach is computationally straightforward and does not require numerical approximation of integrals.
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