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On the relationship between lower magnitude thresholds and bias in epidemic-type aftershock sequence parameter estimates
被引:23
|作者:
Schoenberg, Frederic Paik
[1
]
Chu, Annie
[1
]
Veen, Alejandro
[2
]
机构:
[1] Univ Calif Los Angeles, Dept Stat, Los Angeles, CA 90095 USA
[2] IBM Corp, Thomas J Watson Res Ctr, Stat Anal & Forecasting, Yorktown Hts, NY 10598 USA
关键词:
POINT-PROCESSES;
EARTHQUAKE OCCURRENCES;
MAXIMUM-LIKELIHOOD;
PROCESS MODELS;
ALGORITHM;
D O I:
10.1029/2009JB006387
中图分类号:
P3 [地球物理学];
P59 [地球化学];
学科分类号:
0708 ;
070902 ;
摘要:
Modern earthquake catalogs are often described using spatial-temporal point process models such as the epidemic-type aftershock sequence (ETAS) models of Ogata (1998). Earthquake catalogs often have issues of incompleteness and other inaccuracies for earthquakes of magnitude below a certain threshold, and such earthquakes are typically removed prior to fitting a point process model. This paper investigates the bias in the parameters in ETAS models introduced by the removal of the smallest events. It is shown that in the case of most of the ETAS parameters, the bias increases approximately exponentially as a function of the lower magnitude cutoff.
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