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A regional compound Poisson process for hurricane and tropical storm damage

Publication ,  Journal Article
Mak, S; Bingham, D; Lu, Y
Published in: Journal of the Royal Statistical Society Series C Applied Statistics
November 1, 2016

In light of intense hurricane activity along the US Atlantic coast, attention has turned to understanding both the economic effect and the behaviour of these storms. The compound Poisson–log-normal process has been proposed as a model for aggregate storm damage but does not shed light on regional analysis since storm path data are not used. We propose a fully Bayesian regional prediction model which uses conditional auto-regressive models to account for both storm paths and spatial patterns for storm damage. When fitted to historical data, the analysis from our model both confirms previous findings and reveals new insights on regional storm tendencies. Posterior predictive samples can also be used for pricing regional insurance premiums, which we illustrate by using three different risk measures.

Duke Scholars

Published In

Journal of the Royal Statistical Society Series C Applied Statistics

DOI

EISSN

1467-9876

ISSN

0035-9254

Publication Date

November 1, 2016

Volume

65

Issue

5

Start / End Page

677 / 703

Related Subject Headings

  • Statistics & Probability
  • 4905 Statistics
  • 0104 Statistics
 

Citation

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ICMJE
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Mak, S., Bingham, D., & Lu, Y. (2016). A regional compound Poisson process for hurricane and tropical storm damage. Journal of the Royal Statistical Society Series C Applied Statistics, 65(5), 677–703. https://doi.org/10.1111/rssc.12147
Mak, S., D. Bingham, and Y. Lu. “A regional compound Poisson process for hurricane and tropical storm damage.” Journal of the Royal Statistical Society Series C Applied Statistics 65, no. 5 (November 1, 2016): 677–703. https://doi.org/10.1111/rssc.12147.
Mak S, Bingham D, Lu Y. A regional compound Poisson process for hurricane and tropical storm damage. Journal of the Royal Statistical Society Series C Applied Statistics. 2016 Nov 1;65(5):677–703.
Mak, S., et al. “A regional compound Poisson process for hurricane and tropical storm damage.” Journal of the Royal Statistical Society Series C Applied Statistics, vol. 65, no. 5, Nov. 2016, pp. 677–703. Scopus, doi:10.1111/rssc.12147.
Mak S, Bingham D, Lu Y. A regional compound Poisson process for hurricane and tropical storm damage. Journal of the Royal Statistical Society Series C Applied Statistics. 2016 Nov 1;65(5):677–703.
Journal cover image

Published In

Journal of the Royal Statistical Society Series C Applied Statistics

DOI

EISSN

1467-9876

ISSN

0035-9254

Publication Date

November 1, 2016

Volume

65

Issue

5

Start / End Page

677 / 703

Related Subject Headings

  • Statistics & Probability
  • 4905 Statistics
  • 0104 Statistics