1991
DOI: 10.1111/j.1365-246x.1991.tb02499.x
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3-D Spatial Variation ofb-Values of Magnitude-Frequency Distribution Beneath the Kanto District, Japan

Abstract: S U M M A R YA method is developed for estimation and interpolation of 6-values in space. A 3-D spline function is considered for the logarithm of the 6-value at each location in the space. Since many parameters for the spline coefficients are required to obtain a sensible estimate of the spatial variation of 6-values, we consider the penalized log-likelihood with the standard roughness penalties for the spline function. Further the error bands of the b-value estimation at each location can be calculated. Usin… Show more

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Cited by 83 publications
(64 citation statements)
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“…Strong spatial variations of the earthquake size distribution expressed in terms of the b-value, on scales of 1-50 km, have also been determined in different tectonic regimes, ranging from small scales, such as volcanic systems (Wiemer and McNutt, 1997;Wiemer et al, 1998), to regional scales (e.g., Ogata et al, 1991;, Gerstenberger et al, 2001a. Stress is also a factor involved in perturbing the b-value (Urbancic et al, 1992;Wyss, 1973;Lahaie and Grasso, 1999;Wiemer and Wyss, 2000).…”
Section: Introductionmentioning
confidence: 99%
“…Strong spatial variations of the earthquake size distribution expressed in terms of the b-value, on scales of 1-50 km, have also been determined in different tectonic regimes, ranging from small scales, such as volcanic systems (Wiemer and McNutt, 1997;Wiemer et al, 1998), to regional scales (e.g., Ogata et al, 1991;, Gerstenberger et al, 2001a. Stress is also a factor involved in perturbing the b-value (Urbancic et al, 1992;Wyss, 1973;Lahaie and Grasso, 1999;Wiemer and Wyss, 2000).…”
Section: Introductionmentioning
confidence: 99%
“…Given a set of data, one seeks to compare the goodness-offit of Bayesian models that have distinct likelihoods or distinct priors and to search for the optimal hyper-parameter values. For instance, Ogata et al (1991) compared the use of different priors for isotropic and anisotropic smoothness constraints, which need two and five hyper-parameters, respectively. For such a purpose, Akaike (1980) justified and developed the Good's method based on the entropy maximization principle (Akaike, 1978) and defined…”
Section: Data Processing For Anisotropic Clustersmentioning
confidence: 99%
“…However there remain the issues of optimal selection of the number of earthquakes in the disk and evaluation of significance of the b-value changes. function fits better than the bi-cubic B-spline function that was used in Ogata et al (1991). The estimation of the coefficients is undertaken by the penalized log-likelihood, where the penalty is tuned by the similar Bayesian procedure based on the ABIC (see Section 4 and Appendix).…”
Section: Modeling the Spatially Varying B-valuesmentioning
confidence: 99%
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“…For these analyses, we use the epidemic-type aftershock sequence (ETAS; Ogata 1985Ogata , 1988) model and its extended versions (Kumazawa and Ogata 2013;Kumazawa et al 2016a, b) for a variety of seismicity patterns in addition to a model for the magnitude frequency changes (Ogata 1989;Ogata et al 1991). For each dataset, we compare the goodness-of-fit of the models for the best fit, as given in the following section.…”
Section: Introductionmentioning
confidence: 99%