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A deep Gaussian Process model for seismicity rates

Abstract:

The spatio-temporal properties of seismicity give us incisive insight into the stress state evolution and fault structures of the crust. Empirical models based on self-exciting point-processes continue to provide an important tool for analyzing seismicity, given the epistemic uncertainty associated with physical models. In particular, the epidemic-type aftershock sequence (ETAS) model acts as a reference model for studying seismicity catalogs. The traditional ETAS model uses simple parametric...

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Publication status:
Published
Peer review status:
Peer reviewed

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Publisher copy:
10.1093/gji/ggad074

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Institution:
University of Oxford
Division:
MPLS
Department:
Earth Sciences
Role:
Author
ORCID:
0000-0003-2617-3420
Publisher:
Oxford University Press
Journal:
Geophysical Journal International More from this journal
Volume:
234
Issue:
1
Pages:
427–438
Publication date:
2023-02-16
Acceptance date:
2023-02-14
DOI:
EISSN:
1365-246X
ISSN:
0956-540X
Language:
English
Keywords:
Pubs id:
1328609
Local pid:
pubs:1328609
Deposit date:
2023-02-15

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