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A Hierarchical Macroeconomic Copula Model for Cyber Damages Based on Current Cyber Insurance Prices

  • Technical University of Munich

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

1 Scopus citations

Abstract

The cyber insurance market has expanded dramatically over the last decade; however, the underlying risk is still poorly understood by both cyber insurers and academic researchers. Although the quantification of cyber damage is a mainstay in the literature and of ongoing interest for researchers, several research questions requiring at least a somewhat accurate stochastic model for industry or countrywide cyber damages, are mostly disregarded by the academic community or only discussed in qualitative terms. Thus, this paper proposes a macroeconomic framework for generating plausible damage estimates based on current cyber insurance rate schedules, along with a nested hierarchical copula model for implementing the correlation between cyber damages. The resulting sample datasets will be made available to researchers to help spur an additional quantitative push in the literature.

Original languageEnglish
Title of host publicationScience of Cyber Security - 4th International Conference, SciSec 2022, Revised Selected Papers
EditorsChunhua Su, Kouichi Sakurai, Feng Liu
PublisherSpringer Science and Business Media Deutschland GmbH
Pages472-483
Number of pages12
ISBN (Print)9783031175503
DOIs
StatePublished - 2022
Event4th International Conference on Science of Cyber Security, SciSec 2022 - Matsue, Japan
Duration: 10 Aug 202212 Aug 2022

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume13580 LNCS
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

Conference4th International Conference on Science of Cyber Security, SciSec 2022
Country/TerritoryJapan
CityMatsue
Period10/08/2212/08/22

Keywords

  • Cyber insurance
  • Cyber risk modeling
  • Cyber risk quantification

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