Bayesian Updating in Natural Hazard Risk Assessment

作者: M Graf , K Nishijima , M H Faber

DOI: 10.1080/13287982.2009.11465008

关键词:

摘要: AbstractProbabilistic models are typically implemented into risk management systems using whatever relevant information is available prior to the implementation. However, in course of time more becomes and it significant practical importance be able update probabilistic based on new information. The present paper investigates a Bayesian approach for updating context natural hazards. networks proposed form basic tool representation knowledge uncertainties. Updating performed by instantiating variables corresponding observations from events This approach, however, necessitates that large can efficiently handled purpose compact object suggested. prop...

参考文章(9)
Charles Scawthorn, Wai-Fah Chen, Earthquake engineering handbook CRC Press. ,(2002) , 10.1201/9781420042443
David J. Lunn, Andrew Thomas, Nicky Best, David Spiegelhalter, WinBUGS – A Bayesian modelling framework: Concepts, structure, and extensibility Statistics and Computing. ,vol. 10, pp. 325- 337 ,(2000) , 10.1023/A:1008929526011
Finn B. Jensen, Thomas Graven-Nielsen, Bayesian networks and decision graphs ,(2001)
Nesrin I. Basöz, Anne S. Kiremidjian, Stephanie A. King, Kincho H. Law, Statistical Analysis of Bridge Damage Data from the 1994 Northridge, CA, Earthquake Earthquake Spectra. ,vol. 15, pp. 25- 54 ,(1999) , 10.1193/1.1586027
Daniel Straub, Armen Der Kiureghian, Improved seismic fragility modeling from empirical data Structural Safety. ,vol. 30, pp. 320- 336 ,(2008) , 10.1016/J.STRUSAFE.2007.05.004
Masanobu Shinozuka, M. Q. Feng, Jongheon Lee, Toshihiko Naganuma, Statistical Analysis of Fragility Curves Journal of Engineering Mechanics-asce. ,vol. 126, pp. 1224- 1231 ,(2000) , 10.1061/(ASCE)0733-9399(2000)126:12(1224)
Uffe Kjærulff, dHugin: a computational system for dynamic time-sliced Bayesian networks International Journal of Forecasting. ,vol. 11, pp. 89- 111 ,(1995) , 10.1016/0169-2070(94)02003-8
Michael J. O'Rourke, Pak So, Seismic Fragility Curves for On-Grade Steel Tanks: Earthquake Spectra. ,vol. 16, pp. 801- 815 ,(2000) , 10.1193/1.1586140
Finn V. Jensen, Bayesian Networks and Decision Graphs Springer New York. ,(2001) , 10.1007/978-1-4757-3502-4