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.
引用
收藏
页数:15
相关论文
共 23 条
  • [1] A random effects epidemic-type aftershock sequence model
    Lin, Feng-Chang
    COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2011, 55 (04) : 1610 - 1616
  • [2] Bootstrapping for parameter uncertainty in the space-time epidemic-type aftershock sequence model
    Dutilleul, P.
    Genest, C.
    Peng, R.
    GEOPHYSICAL JOURNAL INTERNATIONAL, 2024, 236 (03) : 1601 - 1608
  • [3] Magnitude-dependent epidemic-type aftershock sequences model for earthquakes
    Spassiani, Ilaria
    Sebastiani, Giovanni
    PHYSICAL REVIEW E, 2016, 93 (04)
  • [4] Predictability in the epidemic-type aftershock sequence model of interacting triggered seismicity
    Helmstetter, A
    Sornette, D
    JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH, 2003, 108 (B10)
  • [5] Hazard Model: Epidemic-Type Aftershock Sequence (ETAS) Model for Hungary
    Szabo, Peter
    Toth, Laszlo
    Cerda-Belmonte, Judith
    APPLIED SCIENCES-BASEL, 2023, 13 (05):
  • [6] Hybrid kernel estimates of space–time earthquake occurrence rates using the epidemic-type aftershock sequence model
    Giada Adelfio
    Yosihiko Ogata
    Annals of the Institute of Statistical Mathematics, 2010, 62 : 127 - 143
  • [7] A combining earthquake forecasting model between deep learning and epidemic-type aftershock sequence (ETAS) model
    Zhang, Haoyuan
    Ke, Shuya
    Liu, Wenqi
    Zhang, Yongwen
    GEOPHYSICAL JOURNAL INTERNATIONAL, 2024, 239 (03) : 1545 - 1556
  • [8] Distribution of the largest event in the critical epidemic-type aftershock-sequence model
    Vere-Jones, David
    Zhuang, Jiancang
    PHYSICAL REVIEW E, 2008, 78 (04):
  • [9] Hybrid kernel estimates of space-time earthquake occurrence rates using the epidemic-type aftershock sequence model
    Adelfio, Giada
    Ogata, Yosihiko
    ANNALS OF THE INSTITUTE OF STATISTICAL MATHEMATICS, 2010, 62 (01) : 127 - 143
  • [10] Possible origin of memory in earthquakes: Real catalogs and an epidemic-type aftershock sequence model
    Fan, Jingfang
    Zhou, Dong
    Shekhtman, Louis M.
    Shapira, Avi
    Hofstetter, Rami
    Marzocchi, Warner
    Ashkenazy, Yosef
    Havlin, Shlomo
    PHYSICAL REVIEW E, 2019, 99 (04)