Second‐order analysis of marked inhomogeneous spatiotemporal point processes: Applications to earthquake data

A. Iftimi,O. Cronie,Francisco Montes

Published 2018 in Scandinavian Journal of Statistics

ABSTRACT

To analyze interactions in marked spatiotemporal point processes (MSTPPs), we introduce marked second‐order reduced moment measures and K‐functions for inhomogeneous second‐order intensity‐reweighted stationary MSTPPs. These summary statistics, which allow us to quantify dependence between different mark‐based classifications of points, depend on the specific mark space and mark reference measure chosen. Unbiased and consistent minus‐sampling estimators are derived for all statistics considered, and a test for random labeling is indicated. In addition, we treat Voronoi intensity estimators for MSTPPs. These new statistics are finally employed to analyze an Andaman Sea earthquake data set.

PUBLICATION RECORD

  • Publication year

    2018

  • Venue

    Scandinavian Journal of Statistics

  • Publication date

    2018-12-21

  • Fields of study

    Mathematics, Geology

  • Identifiers
  • External record

    Open on Semantic Scholar

  • Source metadata

    Semantic Scholar

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