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Scale and Space Inference of NHPP Intensities

Authors: Maria Luz Gamiz; Antonio Jesss LLpez Montoya;

Scale and Space Inference of NHPP Intensities

Abstract

In this paper we develop the graphical exploratory tool Sizer Map for the intensity function of a nonhomogeneous Poisson process. SiZer Map is defined considering nonparametric local linear kernel estimators for the intensity function and its first derivative, where the bandwidth parameter is the viewing scale and the considered time interval is the localization space. The shape characteristics of the intensity function are distinguished from those which are merely an artifact of the sampling variability of the data through the construction of confidence intervals for the first derivative. The proposal is illustrated with several real datasets consisting of the occurrence times of events recurrent in time, and its performance is evaluated through an extensive simulation study.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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