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Cascade Sensitivity Measures

Silvana M. Pesenti
•
Pietro Millossovich
•
Andreas Tsanakas
2021
  • journal article

Periodico
RISK ANALYSIS
Abstract
In risk analysis, sensitivity measures quantify the extent to which the probability distribution of a model output is affected by changes (stresses) in individual random input factors. For input factors that are statistically dependent, we argue that a stress on one input should also precipitate stresses in other input factors. We introduce a novel sensitivity measure, termed cascade sensitivity, defined as a derivative of a risk measure applied on the output, in the direction of an input factor. The derivative is taken after suitably transforming the random vector of inputs, thus explicitly capturing the direct impact of the stressed input factor, as well as indirect effects via other inputs. Furthermore, alternative representations of the cascade sensitivity measure are derived, allowing us to address practical issues, such as incomplete specification of the model and high computational costs. The applicability of the methodology is illustrated through the analysis of a commercially used insurance risk model.
DOI
10.1111/risa.13758
WOS
WOS:000656938900001
Archivio
http://hdl.handle.net/11368/2987788
info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-85107338426
https://onlinelibrary.wiley.com/doi/abs/10.1111/risa.13758
Diritti
open access
license:digital rights management non definito
license:copyright editore
FVG url
https://arts.units.it/request-item?handle=11368/2987788
Soggetti
  • Sensitivity analysi

  • importance measure

  • model uncertainty

  • risk measure

  • dependence

  • Rosenblatt transform

Visualizzazioni
2
Data di acquisizione
Apr 19, 2024
Vedi dettagli
google-scholar
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