Spatial pattern analysis using hybrid models: an application to the Hellenic seismicity

Marianna Siino; Antonino D'Alessandro; Marcello Chiodi; Giada Adelfio; Antonino D’Alessandro; Antonino D’Alessandro; Antonino D’Alessandro; Antonino D’Alessandro; Antonino D’Alessandro; Jorge Mateu

Spatial pattern analysis using hybrid models: an application to the Hellenic seismicity

Marianna Siino, Antonino D'Alessandro, Marcello Chiodi, Giada Adelfio, Antonino D’Alessandro, Antonino D’Alessandro, Antonino D’Alessandro, Antonino D’Alessandro, Antonino D’Alessandro, Jorge Mateu

Research output: Contribution to journal › Article › peer-review

14 Citations (Scopus)

Abstract

Earthquakes are one of the most destructive natural disasters and the spatial distribution of their epicentres generally shows diverse interaction structures at different spatial scales. In this paper, we use a multi-scale point pattern model to describe the main seismicity in the Hellenic area over the last 10 years. We analyze the interaction between events and the relationship with geological information of the study area, using hybrid models as proposed by Baddeley et al. (2013). In our analysis, we find two competing suitable hybrid models, one with a full parametric structure and the other one based on nonparametric kernel estimators for the spatial inhomogeneity.

Original language	English
Pages (from-to)	1633-1648
Number of pages	16
Journal	Stochastic Environmental Research and Risk Assessment
Volume	31
Publication status	Published - 2017

All Science Journal Classification (ASJC) codes

Environmental Engineering
Environmental Chemistry
Safety, Risk, Reliability and Quality
Water Science and Technology
General Environmental Science

Cite this

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title = "Spatial pattern analysis using hybrid models: an application to the Hellenic seismicity",

abstract = "Earthquakes are one of the most destructive natural disasters and the spatial distribution of their epicentres generally shows diverse interaction structures at different spatial scales. In this paper, we use a multi-scale point pattern model to describe the main seismicity in the Hellenic area over the last 10 years. We analyze the interaction between events and the relationship with geological information of the study area, using hybrid models as proposed by Baddeley et al. (2013). In our analysis, we find two competing suitable hybrid models, one with a full parametric structure and the other one based on nonparametric kernel estimators for the spatial inhomogeneity.",

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T1 - Spatial pattern analysis using hybrid models: an application to the Hellenic seismicity

AU - Siino, Marianna

AU - D'Alessandro, Antonino

AU - Chiodi, Marcello

AU - Adelfio, Giada

AU - D’Alessandro, Antonino

AU - Mateu, Jorge

PY - 2017

Y1 - 2017

N2 - Earthquakes are one of the most destructive natural disasters and the spatial distribution of their epicentres generally shows diverse interaction structures at different spatial scales. In this paper, we use a multi-scale point pattern model to describe the main seismicity in the Hellenic area over the last 10 years. We analyze the interaction between events and the relationship with geological information of the study area, using hybrid models as proposed by Baddeley et al. (2013). In our analysis, we find two competing suitable hybrid models, one with a full parametric structure and the other one based on nonparametric kernel estimators for the spatial inhomogeneity.

AB - Earthquakes are one of the most destructive natural disasters and the spatial distribution of their epicentres generally shows diverse interaction structures at different spatial scales. In this paper, we use a multi-scale point pattern model to describe the main seismicity in the Hellenic area over the last 10 years. We analyze the interaction between events and the relationship with geological information of the study area, using hybrid models as proposed by Baddeley et al. (2013). In our analysis, we find two competing suitable hybrid models, one with a full parametric structure and the other one based on nonparametric kernel estimators for the spatial inhomogeneity.

UR - http://hdl.handle.net/10447/181792

M3 - Article

VL - 31

SP - 1633

EP - 1648

JO - Stochastic Environmental Research and Risk Assessment

JF - Stochastic Environmental Research and Risk Assessment

SN - 1436-3240

ER -

Spatial pattern analysis using hybrid models: an application to the Hellenic seismicity

Abstract

All Science Journal Classification (ASJC) codes

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