2003
DOI: 10.1111/1467-9876.00420
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Modelling Heterogeneous Space–Time Occurrences of Earthquakes and its Residual Analysis

Abstract: Earthquake intensities are modelled as a function of previous activity whose specific form is based on established empirical laws in seismology, but whose parameter values can vary from place to place. This model is used for characterizing regional features of seismic activities in and around Japan, and also for exploring regions where the actual seismicity rate systematically deviates from that of the modelled rate. Copyright 2003 Royal Statistical Society.

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Cited by 75 publications
(90 citation statements)
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“…The vertices of each Delaunay triangle comprise the epicenter coordinates of the three nearest earthquakes (Delaunay 1934); in particular, in the case of a one-dimensional space or time axis, a continuous piecewise-linear function, or broken line, of occurrence times is included. The coefficients of these functions are given at space or time vertex locations and additional points in the time interval or rectangular region (Ogata 2011b;Ogata et al 2003). Therefore, the function is uniquely defined based on linear interpolation of the coefficient values, and the characterization of such flexible functions for β requires a set of high-dimensional coefficients θ.…”
Section: Changes In B-values In Space and Timementioning
confidence: 99%
“…The vertices of each Delaunay triangle comprise the epicenter coordinates of the three nearest earthquakes (Delaunay 1934); in particular, in the case of a one-dimensional space or time axis, a continuous piecewise-linear function, or broken line, of occurrence times is included. The coefficients of these functions are given at space or time vertex locations and additional points in the time interval or rectangular region (Ogata 2011b;Ogata et al 2003). Therefore, the function is uniquely defined based on linear interpolation of the coefficient values, and the characterization of such flexible functions for β requires a set of high-dimensional coefficients θ.…”
Section: Changes In B-values In Space and Timementioning
confidence: 99%
“…The images of the other parameters seem to be genuine except in the very margin of the region such as in Taiwan and in the southern part of the Ogasawara islands due to the magnitude incompleteness there. Incidentally, we can obtain contour images and color images on the lattice of these parameters covering the whole area by the interpolation (7) of the Delaunay triangles such as shown in Ogata et al (2003) and Ogata (2004).…”
Section: Etas: Spatial Variation In 5 Parametersmentioning
confidence: 99%
“…Therefore, the best fitted case among the candidates of the space-time ETAS models in Ogata (1998) was extended to the hierarchical version of the model (the hierarchical space-time ETAS model, HIST-ETAS model in short) in which the parameters depend on the location of the earthquakes (Ogata et al, 2003;Ogata, 2004). The software package of the computing programs is in preparation for publishing (Ogata et al, 2010).…”
Section: Introductionmentioning
confidence: 99%
“…The optimal weight valuesŵ = (ŵ 1 ,ŵ 2 ) are objectively tuned by maximizing the integrated posterior distribution (so-called the marginal likelihood of t), adopting the Akaike's Bayesian information criterion (ABIC [e.g., Akaike, 1978]) to achieve the optimal constraint against the roughness of the function. For the details, see Ogata et al [2003aOgata et al [ , 2003b and .…”
Section: Appendix B: Estimation Of Nonhomogeneity In Space-time Pointmentioning
confidence: 99%