{"title":"互联网和移动通信对网络复原力的影响:多变量自适应回归样条线建模方法","authors":"Serhiy Lyeonov , Wadim Strielkowski , Vitaliia Koibichuk , Serhii Drozd","doi":"10.1016/j.ijcip.2024.100722","DOIUrl":null,"url":null,"abstract":"<div><div>The spread of broadband Internet and the availability of mobile communication services expand access to digital services for businesses and the public alike. However, at the same time, it aggravates the problem of ensuring digital space security, protection against cyber threats, and the fight against cybercrime. This research aims to calculate the index of a country's resilience to cyber-hacking for 143 countries, to divide these countries into groups based on this resilience (high, above-average, average, below-average, and low), compare these results with those obtained on the basis of National Cyber Security Index (NCSI), and to identify the impact of the Internet and mobile communication prevalence in a country on this level. The selection of the countries is based on the availability of statistical data for 2022 in the databases of the Surfshark VPN service, and the International Telecommunication Union. The integral index of a country's resilience to cyber-hacking is calculated through the multiplicative convolution (with weighted geometric mean) of the number of breached accounts, the Internet penetration probability (penetration into users’ data through the Internet), and the breach density per thousand users. The influence of active mobile broadband subscriptions (per 100 inhabitants), mobile broadband basket (% of Gross National Income Per Capita), mobile cellular subscriptions (per 100 inhabitants), and total fixed broadband subscriptions on the integral index of a country's resilience to cyber-hacking is investigated using multivariate adaptive regression spline. According to the calculations, France, Iceland, Montenegro, the United States, and the United Arab Emirates were the least resistant to cyber hacking in 2022. For countries with high, above-average, and below-average levels of resilience to cyber-hacking, the most relevant factor is the number of active mobile broadband subscriptions (per 100 inhabitants). For countries with an average level, it is total fixed broadband subscriptions.</div></div>","PeriodicalId":49057,"journal":{"name":"International Journal of Critical Infrastructure Protection","volume":"47 ","pages":"Article 100722"},"PeriodicalIF":4.1000,"publicationDate":"2024-10-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Impact of Internet and mobile communication on cyber resilience: A multivariate adaptive regression spline modeling approach\",\"authors\":\"Serhiy Lyeonov , Wadim Strielkowski , Vitaliia Koibichuk , Serhii Drozd\",\"doi\":\"10.1016/j.ijcip.2024.100722\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>The spread of broadband Internet and the availability of mobile communication services expand access to digital services for businesses and the public alike. However, at the same time, it aggravates the problem of ensuring digital space security, protection against cyber threats, and the fight against cybercrime. This research aims to calculate the index of a country's resilience to cyber-hacking for 143 countries, to divide these countries into groups based on this resilience (high, above-average, average, below-average, and low), compare these results with those obtained on the basis of National Cyber Security Index (NCSI), and to identify the impact of the Internet and mobile communication prevalence in a country on this level. The selection of the countries is based on the availability of statistical data for 2022 in the databases of the Surfshark VPN service, and the International Telecommunication Union. The integral index of a country's resilience to cyber-hacking is calculated through the multiplicative convolution (with weighted geometric mean) of the number of breached accounts, the Internet penetration probability (penetration into users’ data through the Internet), and the breach density per thousand users. The influence of active mobile broadband subscriptions (per 100 inhabitants), mobile broadband basket (% of Gross National Income Per Capita), mobile cellular subscriptions (per 100 inhabitants), and total fixed broadband subscriptions on the integral index of a country's resilience to cyber-hacking is investigated using multivariate adaptive regression spline. According to the calculations, France, Iceland, Montenegro, the United States, and the United Arab Emirates were the least resistant to cyber hacking in 2022. For countries with high, above-average, and below-average levels of resilience to cyber-hacking, the most relevant factor is the number of active mobile broadband subscriptions (per 100 inhabitants). For countries with an average level, it is total fixed broadband subscriptions.</div></div>\",\"PeriodicalId\":49057,\"journal\":{\"name\":\"International Journal of Critical Infrastructure Protection\",\"volume\":\"47 \",\"pages\":\"Article 100722\"},\"PeriodicalIF\":4.1000,\"publicationDate\":\"2024-10-18\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"International Journal of Critical Infrastructure Protection\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S1874548224000635\",\"RegionNum\":3,\"RegionCategory\":\"工程技术\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"COMPUTER SCIENCE, INFORMATION SYSTEMS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal of Critical Infrastructure Protection","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1874548224000635","RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"COMPUTER SCIENCE, INFORMATION SYSTEMS","Score":null,"Total":0}
Impact of Internet and mobile communication on cyber resilience: A multivariate adaptive regression spline modeling approach
The spread of broadband Internet and the availability of mobile communication services expand access to digital services for businesses and the public alike. However, at the same time, it aggravates the problem of ensuring digital space security, protection against cyber threats, and the fight against cybercrime. This research aims to calculate the index of a country's resilience to cyber-hacking for 143 countries, to divide these countries into groups based on this resilience (high, above-average, average, below-average, and low), compare these results with those obtained on the basis of National Cyber Security Index (NCSI), and to identify the impact of the Internet and mobile communication prevalence in a country on this level. The selection of the countries is based on the availability of statistical data for 2022 in the databases of the Surfshark VPN service, and the International Telecommunication Union. The integral index of a country's resilience to cyber-hacking is calculated through the multiplicative convolution (with weighted geometric mean) of the number of breached accounts, the Internet penetration probability (penetration into users’ data through the Internet), and the breach density per thousand users. The influence of active mobile broadband subscriptions (per 100 inhabitants), mobile broadband basket (% of Gross National Income Per Capita), mobile cellular subscriptions (per 100 inhabitants), and total fixed broadband subscriptions on the integral index of a country's resilience to cyber-hacking is investigated using multivariate adaptive regression spline. According to the calculations, France, Iceland, Montenegro, the United States, and the United Arab Emirates were the least resistant to cyber hacking in 2022. For countries with high, above-average, and below-average levels of resilience to cyber-hacking, the most relevant factor is the number of active mobile broadband subscriptions (per 100 inhabitants). For countries with an average level, it is total fixed broadband subscriptions.
期刊介绍:
The International Journal of Critical Infrastructure Protection (IJCIP) was launched in 2008, with the primary aim of publishing scholarly papers of the highest quality in all areas of critical infrastructure protection. Of particular interest are articles that weave science, technology, law and policy to craft sophisticated yet practical solutions for securing assets in the various critical infrastructure sectors. These critical infrastructure sectors include: information technology, telecommunications, energy, banking and finance, transportation systems, chemicals, critical manufacturing, agriculture and food, defense industrial base, public health and health care, national monuments and icons, drinking water and water treatment systems, commercial facilities, dams, emergency services, nuclear reactors, materials and waste, postal and shipping, and government facilities. Protecting and ensuring the continuity of operation of critical infrastructure assets are vital to national security, public health and safety, economic vitality, and societal wellbeing.
The scope of the journal includes, but is not limited to:
1. Analysis of security challenges that are unique or common to the various infrastructure sectors.
2. Identification of core security principles and techniques that can be applied to critical infrastructure protection.
3. Elucidation of the dependencies and interdependencies existing between infrastructure sectors and techniques for mitigating the devastating effects of cascading failures.
4. Creation of sophisticated, yet practical, solutions, for critical infrastructure protection that involve mathematical, scientific and engineering techniques, economic and social science methods, and/or legal and public policy constructs.