A PROCEDURE FOR TIDAL ANALYSIS WITH A BAYESIAN INFORMATION CRITERION

被引:317
作者
TAMURA, Y [1 ]
SATO, T [1 ]
OOE, M [1 ]
ISHIGURO, M [1 ]
机构
[1] INST STAT MATH, MINATO KU, TOKYO 106, JAPAN
关键词
ABIC; BAYESIAN MODEL; INFORMATION CRITERION; RESPONSE METHOD; TIDAL ANALYSIS;
D O I
10.1111/j.1365-246X.1991.tb05697.x
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
A computer algorithm for tidal analysis is developed, based on a Bayesian method proposed by Ishiguro et al. (1983). The basic assumption of the method is smoothness of the drift. This assumption is represented in the form of prior probability in the Bayesian model. Once the prior distribution is determined, the parameters used in the analysis model are obtained by maximizing the posterior distribution of the parameters. For the given data, ABIC (Akaike's Bayesian Information Criterion, Akaike (1980) is used to select the optimum values of the hyperparameters of the prior distribution and combination of parameters. The program, BAYTAP-G, can be adapted to tidal data which includes such irregularities as drift, occasional steps and disturbances caused by meteorological influences. The applicability of this program is examined using simulated data and real strain data.
引用
收藏
页码:507 / 516
页数:10
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