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What changed in the cyber-security after COVID-19?
This paper examines the transition in the cyber-security discipline induced by the ongoing COVID-19 pandemic. Using the classical information retrieval techniques, a more than twenty thousand documents are analyzed for the cyber content. In particular, we build the topic models using the Latent Diri...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier Ltd.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9254575/ https://www.ncbi.nlm.nih.gov/pubmed/35813991 http://dx.doi.org/10.1016/j.cose.2022.102821 |
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author | Kumar, Rajesh Sharma, Siddharth Vachhani, Chirag Yadav, Nitish |
author_facet | Kumar, Rajesh Sharma, Siddharth Vachhani, Chirag Yadav, Nitish |
author_sort | Kumar, Rajesh |
collection | PubMed |
description | This paper examines the transition in the cyber-security discipline induced by the ongoing COVID-19 pandemic. Using the classical information retrieval techniques, a more than twenty thousand documents are analyzed for the cyber content. In particular, we build the topic models using the Latent Dirichlet Allocation (LDA) unsupervised machine learning algorithm. The literature corpus is build through a uniform keyword search process made on the scholarly and the non-scholarly platforms filtered through the years 2010-2021. To qualitatively know the impact of COVID-19 pandemic on cyber-security, and perform a trend analysis of key themes, we organize the entire corpus into various (combination of) categories based on time period and whether the literature has undergone peer review process. Based on the weighted distribution of keywords in the aggregated corpus, we identify the key themes. While in the pre-COVID-19 period, the topics of cyber-threats to technology, privacy policy, blockchain remain popular, in the post-COVID-19 period, focus has shifted to challenges directly or indirectly brought by the pandemic. In particular, we observe post-COVID-19 cyber-security themes of privacy in healthcare, cyber insurance, cyber risks in supply chain gaining recognition. Few cyber-topics such as of malware, control system security remain important in perpetuity. We believe our work represents the evolving nature of the cyber-security discipline and reaffirms the need to tailor appropriate interventions by noting the key trends. |
format | Online Article Text |
id | pubmed-9254575 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier Ltd. |
record_format | MEDLINE/PubMed |
spelling | pubmed-92545752022-07-05 What changed in the cyber-security after COVID-19? Kumar, Rajesh Sharma, Siddharth Vachhani, Chirag Yadav, Nitish Comput Secur Article This paper examines the transition in the cyber-security discipline induced by the ongoing COVID-19 pandemic. Using the classical information retrieval techniques, a more than twenty thousand documents are analyzed for the cyber content. In particular, we build the topic models using the Latent Dirichlet Allocation (LDA) unsupervised machine learning algorithm. The literature corpus is build through a uniform keyword search process made on the scholarly and the non-scholarly platforms filtered through the years 2010-2021. To qualitatively know the impact of COVID-19 pandemic on cyber-security, and perform a trend analysis of key themes, we organize the entire corpus into various (combination of) categories based on time period and whether the literature has undergone peer review process. Based on the weighted distribution of keywords in the aggregated corpus, we identify the key themes. While in the pre-COVID-19 period, the topics of cyber-threats to technology, privacy policy, blockchain remain popular, in the post-COVID-19 period, focus has shifted to challenges directly or indirectly brought by the pandemic. In particular, we observe post-COVID-19 cyber-security themes of privacy in healthcare, cyber insurance, cyber risks in supply chain gaining recognition. Few cyber-topics such as of malware, control system security remain important in perpetuity. We believe our work represents the evolving nature of the cyber-security discipline and reaffirms the need to tailor appropriate interventions by noting the key trends. Elsevier Ltd. 2022-09 2022-07-05 /pmc/articles/PMC9254575/ /pubmed/35813991 http://dx.doi.org/10.1016/j.cose.2022.102821 Text en © 2022 Elsevier Ltd. All rights reserved. Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID-19. The COVID-19 resource centre is hosted on Elsevier Connect, the company's public news and information website. Elsevier hereby grants permission to make all its COVID-19-related research that is available on the COVID-19 resource centre - including this research content - immediately available in PubMed Central and other publicly funded repositories, such as the WHO COVID database with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for free by Elsevier for as long as the COVID-19 resource centre remains active. |
spellingShingle | Article Kumar, Rajesh Sharma, Siddharth Vachhani, Chirag Yadav, Nitish What changed in the cyber-security after COVID-19? |
title | What changed in the cyber-security after COVID-19? |
title_full | What changed in the cyber-security after COVID-19? |
title_fullStr | What changed in the cyber-security after COVID-19? |
title_full_unstemmed | What changed in the cyber-security after COVID-19? |
title_short | What changed in the cyber-security after COVID-19? |
title_sort | what changed in the cyber-security after covid-19? |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9254575/ https://www.ncbi.nlm.nih.gov/pubmed/35813991 http://dx.doi.org/10.1016/j.cose.2022.102821 |
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