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Using the ETAS Model for Catalog Declustering and Seismic Background Assessment

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TLDR
In this article, a method for recognizing the background and the induced seismicity statistically is proposed, which is based on the ETAS model and is applied to the seismicity of southern California and analyzed the sensitivity of the results to the free parameters in the algorithm.
Abstract
The concept of background seismicity is strictly related to the identification of spontaneous and triggered earthquakes. The definition of foreshocks, main shocks and aftershocks is currently based on procedures depending on parameters whose values are notoriously assumed by subjective criteria. We propose a method for recognizing the background and the induced seismicity statistically. Rather than using a binary distinction of the events in these two categories, we prefer to assign to each of them a probability of being independent or triggered. This probability comes from an algorithm based on the ETAS model. A certain degree of subjectivity is still present in this procedure, but it is limited by the possibility of adjusting the free parameters of the algorithm by rigorous statistical criteria such as maximum likelihood. We applied the method to the seismicity of southern California and analyzed the sensitivity of the results to the free parameters in the algorithm. Finally, we show how our statistical declustering algorithm may be used for mapping the background seismicity, or the moment rate in a seismic area.

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Citations
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Journal ArticleDOI

Bias in fitting the ETAS model: a case study based on New Zealand seismicity

TL;DR: In this paper, the authors fit various forms of the ETAS model to a large region that includes all of the most seismically active areas of New Zealand and found that the model consistently under-fits these sequences.
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Rate/state Coulomb stress transfer model for the CSEP Japan seismicity forecast

TL;DR: In this paper, a stress transfer model incorporating rate and state dependent friction law was proposed for the CSEP Japan seismicity forecast, which is the first physics-based model submitted to the test center.
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Global earthquake forecasts

TL;DR: In this paper, the authors constructed daily worldwide long and short-term earthquake forecasts using smoothed maps of past seismicity and assuming spatial and temporal clustering, which can be prospectively tested within a relatively short time, such as a few years, because smaller events occur with greater frequency.
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Alternated estimation in semi-parametric space-time branching-type point processes with application to seismic catalogs

TL;DR: In this article, an estimation approach for the semi-parametric intensity function of a class of space-time point processes is introduced, which accounts for the estimation of parametric and nonparametric components simultaneously, applying a forward predictive likelihood to semiparametric models.
References
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Journal ArticleDOI

Frequency of earthquakes in California

TL;DR: In this article, a statistical comparison of earthquake frequency in California with that of the world as a whole was made by comparing the historical record of the earthquake frequency of California with the global average.
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Is the sequence of earthquakes in Southern California, with aftershocks removed, Poissonian?

TL;DR: In this paper, the authors proposed a method to find the optimal set of words for each word in the following sentence: ǫ ǩ (1) ǒ (2)
Journal ArticleDOI

Space-Time Point-Process Models for Earthquake Occurrences

TL;DR: Several space-time statistical models are constructed based on both classical empirical studies of clustering and some more speculative hypotheses, and the goodness-of-fit of the models, as measured by AIC values, is discussed for two high quality data sets, in different tectonic regions as mentioned in this paper.
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Second‐order moment of central California seismicity, 1969–1982

TL;DR: In this paper, the second-order moment (cross-correlation function) of earthquakes in the U.S. Geological Survey central California catalog between 1969 and 1982 was calculated with respect to a magnitude threshold M ≥ 4.0 over interevent distances up to 80 km.
Journal ArticleDOI

Stochastic declustering of space-time earthquake occurrences

TL;DR: This article is concerned with objective estimation of the spatial intensity function of the background earthquake occurrences from an earthquake catalog that includes numerous clustered events in space and time, and also with an algorithm for producing declustered catalogs from the original catalog.
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