245
Views
1
CrossRef citations to date
0
Altmetric
Original Articles

Probabilistic disaggregation of a spatial portfolio of exposure for natural hazard risk assessment

&
Pages 1-13 | Received 17 Mar 2015, Accepted 21 Aug 2017, Published online: 06 Sep 2017

References

  • Aitchison, J. 1986. The Statistical Analysis of Compositional Data. London: Chapman& Hall.
  • Allcroft, D., and C. Glasbey. 2003. “A Latent Gaussian Markov Random-Field Model for Spatiotemporal Rainfall Disaggregation.” Journal of the Royal Statistical Society: Series C (Applied Statistics) 52 (4): 487–498. doi: 10.1111/1467-9876.00419
  • Apel, H., G. Aronica, H. Kreibich, and A. Thieken. 2009. “Flood Risk Analyses – How Detailed Do We Need to be?” Natural Hazards 49 (1): 79–98. doi: 10.1007/s11069-008-9277-8
  • Chandler, R. E., N. G. Mackay, H. S. Wheater, and C. Onof. 2000. “Bayesian Image Analysis and the Disaggregation of Rainfall.” Journal of Atmospheric and Oceanic Technology 17: 641–650. doi: 10.1175/1520-0426(2000)017<0641:BIAATD>2.0.CO;2
  • Connor, R. J., and J. E. Mosimann. 1969. “Concepts of Independence for Proportions with a Generalization of the Dirichlet Distribution.” Journal of the American Statistical Association 64 (325): 194–206. doi: 10.1080/01621459.1969.10500963
  • Custer, R., and K. Nishijima. 2012. “A Probabilistic Disaggregation Model with Application to Natural Hazard Loss Estimation of Portfolios.” Paper presented at the Fifth Asian-Pacific Symposium on Structural Reliability and its Applications, Singapore, May 23–25.
  • EEA (European Environment Agency). 2006. “CORINE Land Cover Data.” Accessed February 3, 2015. http://www.eea.europa.eu/data-and-maps/data/corine-land-cover-2006-raster-3.
  • Embrechts, P., F. Lindskog, and A. McNeil. 2003. “Modelling Dependence with Copulas and Applications to Risk Management.” In Handbook of Heavy Tailed Distributions in Finance, edited by S. Rachev, 329–384. Amsterdam: Elsevier.
  • Gagnon, P., A. N. Rousseau, A. Mailhot, and D. Caya. 2012. “Spatial Disaggregation of Mean Areal Rainfall Using Gibbs Sampling.” Journal of Hydrometeorology 13 (1): 324–337. doi: 10.1175/JHM-D-11-034.1
  • Loftus, G. R., and E. F. Loftus. 1988. Essence of Statistics. 2nd ed. New York: McGraw Hill.
  • Mackay, N. G., R. E. Chandler, C. Onof, and H. S. Wheater. 2001. “Disaggregation of Spatial Rainfall Fields for Hydrological Modelling.” Hydrology and Earth System Sciences 5 (2): 165–173. doi: 10.5194/hess-5-165-2001
  • Monti, G. S., G. Mateu-Figueras, V. Pawlowsky-Glahn, and J. J. Egozcue. 2011. “The Shifted-scaled Dirichlet Distribution in the Simplex.” Paper presented at the 4th International Workshop on Compositional Data Analysis, Girona, Spain.
  • Ng, K., M. Tang, G. Tian, and M. Tan. 2009. “The Nested Dirichlet Distribution and Incomplete Categorical Data Analysis.” Statistica Sinica 19: 251–271.
  • Ongaro, A., S. Migliorati, and G. S. Monti. 2008. “A New Distribution on the Simplex Containing the Dirichlet Family.” Paper presented at the 3rd International Workshop on Compositional Data Analysis, Girona, Spain.
  • Over, T.M. and Gupta, V.K., 1996. “A Space-Time Theory of Mesoscale Rainfall Using Random Cascades.” Journal of Geophysical Research 101 (D21): 26319–26331. doi: 10.1029/96JD02033
  • Rasmussen, C., and C. Williams. 2006. Gaussian Processes for Machine Learning. Cambridge: The MIT Press.
  • Rupp, D. E., P. Licznar, W. Adamowski, and M. Leśniewski. 2012. “Multiplicative Cascade Models for Fine Spatial Downscaling of Rainfall: Parameterization with Rain Gauge Data.” Hydrology and Earth System Sciences 16 (3): 671–684. doi: 10.5194/hess-16-671-2012
  • Shrestha, R., Y. Tachikawa, and K. Takara. 2005. “Multiplicative Random Cascade HSA Method for High Resolution Rainfall Field Modeling.” Annual Journal of Hydraulic Engineering 49: 253–258. doi: 10.2208/prohe.49.253
  • Swisstopo. 2005. Digital Height Model DHM25. Accessed February 3, 2015. http://www.swisstopo.admin.ch/internet/swisstopo/en/home/products/height/dhm25.html.
  • Thieken, A. H., M. Müller, L. Kleist, I. Seifert, D. Borst, and U. Werner. 2006. “Regionalisation of Asset Values for Risk Analyses.” Natural Hazards and Earth System Science 6 (2): 167–178. doi: 10.5194/nhess-6-167-2006
  • Thomas, S., and J. Jacob. 2006. “A Generalized Dirichlet Model.” Statistics & Probability Letters 76 (16): 1761–1767. doi: 10.1016/j.spl.2006.04.022
  • Wünsch, A., U. Herrmann, H. Kreibich, and A. Thieken. 2009. “The Role of Disaggregation of Asset Values in Flood Loss Estimation: A Comparison of Different Modeling Approaches at the Mulde River, Germany.” Environmental Management 44 (3): 524–541. doi: 10.1007/s00267-009-9335-3
  • Yang, W. 2008. “Discrete-Continuous Downscaling Model for Generating Daily Precipitation Time Series.” PhD Diss., Institut für Wasserbau, Universität Struttgart, Germany.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.