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We focus on model risk and risk sensitivity when addressing the insurability of cyber risk. The standard statistical approaches to assessment of insurability and potential mispricing are enhanced in several aspects involving consideration…

Risk Management · Quantitative Finance 2023-03-30 Gareth W. Peters , Matteo Malavasi , Georgy Sofronov , Pavel V. Shevchenko , Stefan Trück , Jiwook Jang

Cyber insurance is a key component in risk management, intended to transfer risks and support business recovery in the event of a cyber incident. As cyber insurance is still a new concept in practice and research, there are many unanswered…

Cryptography and Security · Computer Science 2021-06-22 Jason R. C. Nurse , Louise Axon , Arnau Erola , Ioannis Agrafiotis , Michael Goldsmith , Sadie Creese

Pricing insurance for risks associated with information technology systems presents a complex modelling challenge, combining the disciplines of operations management, security, and economics. This work proposes a socioeconomic modelling…

General Economics · Economics 2023-10-05 Henry Skeoch , David Pym

Risk perceptions are essential in cyber insurance contracts. With the recent surge of information, human risk perceptions are exposed to the influences from both beneficial knowledge and fake news. In this paper, we study the role of the…

Cryptography and Security · Computer Science 2022-10-28 Shutian Liu , Quanyan Zhu

Efficient risk transfer is an important condition for ensuring the sustainability of a market according to the established economics literature. In an inefficient market, significant financial imbalances may develop and potentially…

General Economics · Economics 2023-08-17 Henry Skeoch , Christos Ioannidis

This chapter will first present a principal-agent game-theoretic model to capture the interactions between one insurer and one user. The insurer is deemed as the principal who does not have incomplete information about user's security…

Computers and Society · Computer Science 2020-01-01 Quanyan Zhu

The cyber risk insurance market is at a nascent stage of its development, even as the magnitude of cyber losses is significant and the rate of cyber loss events is increasing. Existing cyber risk insurance products as well as academic…

Optimization and Control · Mathematics 2023-10-09 Qikun Xiang , Ariel Neufeld , Gareth W. Peters , Ido Nevat , Anwitaman Datta

Cyber insurance is a complementary mechanism to further reduce the financial impact on the systems after their effort in defending against cyber attacks and implementing resilience mechanism to maintain the system-level operator even though…

Cryptography and Security · Computer Science 2023-12-06 Shutian Liu , Quanyan Zhu

Cyber risk classifications are widely used in the modeling of cyber event distributions, yet their effectiveness in out of sample forecasting performance remains underexplored. In this paper, we analyse the most commonly used…

Cryptography and Security · Computer Science 2024-10-10 Matteo Malavasi , Gareth W. Peters , Stefan Treuck , Pavel V. Shevchenko , Jiwook Jang , Georgy Sofronov

Cyberinsurance is a powerful tool to align market incentives toward improving Internet security. We trace the evolution of cyberinsurance from traditional insurance policies to early cyber-risk insurance policies to current comprehensive…

Cryptography and Security · Computer Science 2007-05-23 Ruperto P. Majuca , William Yurcik , Jay P. Kesan

In this study we examine the nature of losses from cyber related events across different risk categories and business sectors. Using a leading industry dataset of cyber events, we evaluate the relationship between the frequency and severity…

Risk Management · Quantitative Finance 2022-03-16 Pavel V. Shevchenko , Jiwook Jang , Matteo Malavasi , Gareth W. Peters , Georgy Sofronov , Stefan Trück

Cyber insurance, which protects insured organizations against financial losses from cyberattacks and data breaches, can be difficult and expensive to obtain for many organizations. These difficulties stem from insurers difficulty in…

Cryptography and Security · Computer Science 2026-02-04 Danielle Jean Hanson , Jeremy Straub

In the current market practice, many cyber insurance products offer a coverage bundle for losses arising from various types of incidents, such as data breaches and ransomware attacks, and the coverage for each incident type comes with a…

Risk Management · Quantitative Finance 2023-08-03 Wing Fung Chong , Daniel Linders , Zhiyu Quan , Linfeng Zhang

Heterogeneous wireless networks (HWNs) composed of densely deployed base stations of different types with various radio access technologies have become a prevailing trend to accommodate ever-increasing traffic demand in enormous volume.…

Networking and Internet Architecture · Computer Science 2017-09-22 Xiao Lu , Dusit Niyato , Hai Jiang , Ping Wang , H. Vincent Poor

With the recent growing number of cyberattacks and the constant lack of effective defense methods, cyber risks become ubiquitous in enterprise networks, manufacturing plants, and government computer systems. Cyber-insurance provides a…

Cryptography and Security · Computer Science 2019-05-08 Rui Zhang , Quanyan Zhu

In recent years, researchers have proposed \emph{cyber-insurance} as a suitable risk-management technique for enhancing security in Internet-like distributed systems. However, amongst other factors, information asymmetry between the insurer…

Cryptography and Security · Computer Science 2012-02-07 Ranjan Pal , Pan Hui

Proactive cyber-risk assessment is gaining momentum due to the wide range of sectors that can benefit from the prevention of cyber-incidents by preserving integrity, confidentiality, and the availability of data. The rising attention to…

Methodology · Statistics 2024-07-11 Mario Angelelli , Serena Arima , Christian Catalano , Enrico Ciavolino

Uncertainties in renewable energy resources (RES) and load variations can lead to elevated system operational costs. Moreover, the emergence of large-scale distributed threats, such as load-altering attacks (LAAs), can induce substantial…

Systems and Control · Electrical Eng. & Systems 2025-12-02 Shijie Pan , Zaint A. Alexakis , S Subhash Lakshminarayana , Charalambos Konstantinou

The paper provides a comprehensive overview of modeling and pricing cyber insurance and includes clear and easily understandable explanations of the underlying mathematical concepts. We distinguish three main types of cyber risks:…

Risk Management · Quantitative Finance 2022-12-06 Kerstin Awiszus , Thomas Knispel , Irina Penner , Gregor Svindland , Alexander Voß , Stefan Weber

Facing the lack of cyber insurance loss data, we propose an innovative approach for pricing cyber insurance for a large-scale network based on synthetic data. The synthetic data is generated by the proposed risk spreading and recovering…

Social and Information Networks · Computer Science 2020-07-02 Lei Hua , Maochao Xu
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