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Syst."],"published-print":{"date-parts":[[2020,12,31]]},"abstract":"<jats:p>\n            This study analyzes cybersecurity trends and proposes a conceptual framework to identify cybersecurity topics of social interest and emerging topics that need to be addressed by researchers in the field. The insights drawn from this framework allow for a more proactive approach to identifying cybersecurity patterns and emerging threats that will ultimately improve the collective cybersecurity posture of the modern society. To achieve this, cybersecurity-oriented content in both media and academic corpora, disseminated between 2008 and 2018, were morphologically analyzed via text mining. A total of 3,556 academic papers obtained from the top-10 highly reputable cybersecurity academic conferences, and 4,163 news articles collected from the\n            <jats:italic>New York Times<\/jats:italic>\n            were processed. The LDA topic modeling followed optimal perplexity and coherence scores resulted in 12 trendy topics. Next, the time-based gap between these trendy topics was analyzed to measure the correlation between media and trendy academic topics. Both convergences and divergences between the two cybersecurity corpora were identified, suggesting a strong time-based correlation between these resources. This framework demonstrates the effective use of automated techniques to provide insights about cybersecurity topics of social interest and emerging trends and informs the direction of future academic research in this field.\n          <\/jats:p>","DOI":"10.1145\/3389684","type":"journal-article","created":{"date-parts":[[2020,8,15]],"date-time":"2020-08-15T13:18:47Z","timestamp":1597497527000},"page":"1-20","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":17,"title":["Time-based Gap Analysis of Cybersecurity Trends in Academic and Digital Media"],"prefix":"10.1145","volume":"11","author":[{"given":"Mahdi R.","family":"Alagheband","sequence":"first","affiliation":[{"name":"Ted Rogers School of Information Technology Management, Ryerson University, Toronto, Canada"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Atefeh","family":"Mashatan","sequence":"additional","affiliation":[{"name":"Ted Rogers School of Information Technology Management, Ryerson University, Toronto, Canada"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Morteza","family":"Zihayat","sequence":"additional","affiliation":[{"name":"Ted Rogers School of Information Technology Management, Ryerson University, Toronto, Canada"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2020,10,22]]},"reference":[{"key":"e_1_2_1_1_1","volume-title":"Council of the European Union","author":"Parliament European","year":"2016","unstructured":"European Parliament : Council of the European Union . 2016 . Regulation (EU) 2016\/679 of the European Parliament and of the Council of 27 April 2016 on the protection of natural persons with regard to the processing of personal data and on the free movement of such data, and repealing Directive 95\/46\/EC (General Data Protection Regulation). Retrieved from: https:\/\/publications.europa.eu\/en\/publication-detail\/-\/publication\/3e485e15-11bd-11e6-ba9a-01aa75ed71a1\/language-en. European Parliament: Council of the European Union. 2016. Regulation (EU) 2016\/679 of the European Parliament and of the Council of 27 April 2016 on the protection of natural persons with regard to the processing of personal data and on the free movement of such data, and repealing Directive 95\/46\/EC (General Data Protection Regulation). Retrieved from: https:\/\/publications.europa.eu\/en\/publication-detail\/-\/publication\/3e485e15-11bd-11e6-ba9a-01aa75ed71a1\/language-en."},{"key":"e_1_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.1109\/CR.2018.8626866"},{"key":"e_1_2_1_3_1","volume-title":"Beling","author":"Adams Stephen","year":"2018","unstructured":"Stephen Adams , Bryan Carter , Cody Fleming , and Peter A . Beling . 2018 . Selecting system specific cybersecurity attack patterns using topic modeling. In Proceedings of the 17th IEEE International Conference on Trust, Security and Privacy in Computing and Communications\/12th IEEE International Conference on Big Data Science and Engineering (TrustCom\/BigDataSE\u201918). IEEE , 490--497. Stephen Adams, Bryan Carter, Cody Fleming, and Peter A. Beling. 2018. Selecting system specific cybersecurity attack patterns using topic modeling. In Proceedings of the 17th IEEE International Conference on Trust, Security and Privacy in Computing and Communications\/12th IEEE International Conference on Big Data Science and Engineering (TrustCom\/BigDataSE\u201918). IEEE, 490--497."},{"key":"e_1_2_1_4_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-58460-7_19"},{"key":"e_1_2_1_5_1","first-page":"147","article-title":"A survey of topic modeling in text mining","volume":"6","author":"Alghamdi Rubayyi","year":"2015","unstructured":"Rubayyi Alghamdi and Khalid Alfalqi . 2015 . A survey of topic modeling in text mining . Int. J. Advan. Comput. Sci. Applic. 6 , 1 (2015), 147 -- 153 . Rubayyi Alghamdi and Khalid Alfalqi. 2015. A survey of topic modeling in text mining. Int. J. Advan. Comput. Sci. Applic. 6, 1 (2015), 147--153.","journal-title":"Int. J. Advan. Comput. Sci. 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In Proceedings of the 10th International Conference on Language Resources and Evaluation (LREC\u201916) . European Language Resources Association (ELRA), Paris, France, 23--28. Richard Fothergill, Paul Cook, and Timothy Baldwin. 2016. Evaluating a topic modelling approach to measuring corpus similarity. In Proceedings of the 10th International Conference on Language Resources and Evaluation (LREC\u201916). European Language Resources Association (ELRA), Paris, France, 23--28."},{"key":"e_1_2_1_23_1","unstructured":"GitHub. 2017. Data repository for pretrained NLP models and NLP corpora. Retrieved from https:\/\/github.com\/RaRe-Technologies\/gensim-data\/releases\/tag\/patent-2017.  GitHub. 2017. Data repository for pretrained NLP models and NLP corpora. 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In Proceedings of the IEEE 15th International Conference on Dependable, Autonomic and Secure Computing, 15th International Conference on Pervasive Intelligence and Computing, 3rd International Conference on Big Data Intelligence and Computing and Cyber Science and Technology Congress (DASC\/PiCom\/DataCom\/CyberSciTech\u201917). IEEE Xplore, 22--29."},{"key":"e_1_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.5555\/1873781.1873859"},{"key":"e_1_2_1_32_1","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2018.2869847"},{"key":"e_1_2_1_33_1","doi-asserted-by":"publisher","DOI":"10.1145\/375360.375365"},{"key":"e_1_2_1_34_1","doi-asserted-by":"publisher","DOI":"10.5555\/1124169.1124187"},{"key":"e_1_2_1_35_1","doi-asserted-by":"publisher","DOI":"10.3390\/app7040401"},{"key":"e_1_2_1_36_1","volume-title":"Top Trends in the Gartner Hype Cycle for Emerging Technologies","author":"Panetta Kasey","year":"2017","unstructured":"Kasey Panetta . 2017. 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Retrieved from https:\/\/www.fifthdomain.com\/civilian\/2017\/09\/01\/how-much-does-federal-government-spend-on-cybersecurity\/.  Adam Stone. 2017. How much does federal government spend on cybersecurity? Retrieved from https:\/\/www.fifthdomain.com\/civilian\/2017\/09\/01\/how-much-does-federal-government-spend-on-cybersecurity\/."},{"key":"e_1_2_1_41_1","first-page":"1165","article-title":"In search of America: Topic modelling nineteenth-century newspaper archives","volume":"6","author":"Galen Quintus Van","year":"2018","unstructured":"Quintus Van Galen and Bob Nicholson . 2018 . In search of America: Topic modelling nineteenth-century newspaper archives . Dig. J. 6 , 9 (2018), 1165 -- 1185 . Quintus Van Galen and Bob Nicholson. 2018. In search of America: Topic modelling nineteenth-century newspaper archives. Dig. J. 6, 9 (2018), 1165--1185.","journal-title":"Dig. 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