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Fayyad, A. Ahmed, and M. Hossain, \u201cA methodology for dynamic security risks assessment in interconnected IT systems,\u201d J. Commun. Softw. Syst., vol. 20, no. 1, pp. 13\u201322, 2024. doi: 10.24138\/jcomss-2023-0128.","DOI":"10.24138\/jcomss-2023-0128"},{"key":"ref2","series-title":"2021 Int. Conf. Inform. Technol. (ICIT)","first-page":"218","article-title":"Cryptanalysis of a tightly-secure authenticated key exchange without NAXOS approach based on decision linear problem","author":"Mohammad","year":"2021"},{"key":"ref3","doi-asserted-by":"crossref","first-page":"3185","DOI":"10.1016\/j.eswa.2011.09.005","article-title":"A blind reversible method for watermarking relational databases based on a time-stamping protocol","volume":"39","author":"Farfoura","year":"2012","journal-title":"Expert Syst. Appl."},{"key":"ref4","author":"Smith","year":"2020","journal-title":"The Safety Critical Systems Handbook: A Straightforward Guide to Functional Safety"},{"key":"ref5","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1007\/s11416-015-0261-z","article-title":"Comparison of static, dynamic, and hybrid analysis for malware detection","volume":"13","author":"Damodaran","year":"2017","journal-title":"J. Comput. Virol. Hacking Tech."},{"key":"ref6","series-title":"Proc. 46th Annu. Southeast Reg. Conf. (ACM-SE 46)","first-page":"509","article-title":"A survey of data mining techniques for malware detection using file features","author":"Siddiqui","year":"2008"},{"key":"ref7","series-title":"Proc. 2003 ACM Workshop Rapid Malcode","first-page":"76","article-title":"Detection of injected, dynamically generated, and obfuscated malicious code","author":"Rabek","year":"2003"},{"key":"ref8","doi-asserted-by":"crossref","first-page":"203","DOI":"10.1007\/978-3-540-30143-1_11","volume":"3224","author":"Wang","year":"Sep. 2004","journal-title":"Recent Advances in Intrusion Detection"},{"key":"ref9","author":"Taylor","year":"2001","journal-title":"New Security Paradigms Workshop"},{"key":"ref10","unstructured":"M. Boldt and B. Carlsson, \u201cAnalysing privacy-invasive software using computer forensic methods,\u201d Jan. 2006. Accessed: Aug. 28, 2024. [Online]. Available: https:\/\/www.researchgate.net\/publication\/249717066_Analysing_Privacy-Invasive_Software_Using_Computer_Forensic_Methods"},{"key":"ref11","series-title":"Proc. 2001 IEEE Symp. Secur. Priv. S&P 2001","first-page":"144","article-title":"A fast automaton-based method for detecting anomalous program behaviors","author":"Sekar","year":"2001"},{"key":"ref12","doi-asserted-by":"crossref","first-page":"151","DOI":"10.3233\/JCS-980109","article-title":"Intrusion detection using sequences of system calls","volume":"6","author":"Hofmeyr","year":"1998","journal-title":"J. Comput. Secur."},{"key":"ref13","series-title":"Proc. Sixth Annu. IEEE SMC Inform. Assur. Workshop","first-page":"64","article-title":"Fileprints: Identifying file types by n-gram analysis","author":"Li","year":"2005"},{"key":"ref14","series-title":"Proc. 1994 IEEE Comput. Soc. Symp. Res. Secur. Priv.","first-page":"202","article-title":"Self-nonself discrimination in a computer","author":"Forrest","year":"1994"},{"key":"ref15","series-title":"Proc. 1997 IEEE Symp. Secur. Priv. (Cat. No. 97CB36097)","first-page":"175","article-title":"Execution monitoring of security-critical programs in distributed systems: A specification-based approach","author":"Ko","year":"1997"},{"key":"ref16","series-title":"Proc. ACM Workshop Rapid Malcode (WORM)","article-title":"ACT: Attachment chain tracing scheme for email virus detection and control","author":"Xiong","year":"2004"},{"key":"ref17","series-title":"Proc. 9th IEEE Int. Workshops Enabling Technol.: Infrastruct. Collab. 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Technol."},{"key":"ref21","doi-asserted-by":"crossref","first-page":"159262","DOI":"10.1109\/ACCESS.2021.3131713","article-title":"Vision-based malware detection: A transfer learning approach using optimal ECOC-SVM configuration","volume":"9","author":"Wong","year":"2021","journal-title":"IEEE Access"},{"key":"ref22","doi-asserted-by":"crossref","DOI":"10.1016\/j.cose.2021.102420","article-title":"Image-based malware classification using section distribution information","volume":"110","author":"Xiao","year":"2021","journal-title":"Comput. Secur."},{"key":"ref23","first-page":"177","article-title":"CDGDroid: Android malware detection based on deep learning using CFG and DFG","volume":"11232","author":"Xu","year":"2018","journal-title":"Formal Methods Softw. Eng."},{"key":"ref24","article-title":"DL-AMDet: Deep learning-based malware detector for android","volume":"21","author":"Nasser","year":"2024","journal-title":"Intell. Syst. Appl."},{"key":"ref25","article-title":"EII-MBS: Malware family classification via enhanced instruction-level behavior semantic learning","volume":"112","author":"Hao","year":"2022","journal-title":"Comput. Secur."},{"key":"ref26","doi-asserted-by":"crossref","first-page":"95970","DOI":"10.1109\/ACCESS.2022.3202952","article-title":"Self-attentive models for real-time malware classification","volume":"10","author":"Lu","year":"2022","journal-title":"IEEE Access"},{"key":"ref27","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/3313391","article-title":"MaNaDroid: Detecting android malware by building markov chains of behavioral models (extended version)","volume":"22","author":"Onwuzurike","year":"2019","journal-title":"ACM Trans. Priv. Secur."},{"key":"ref28","series-title":"2021 IEEE Secur. Priv. 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Signal Process."},{"key":"ref32","doi-asserted-by":"crossref","first-page":"3819","DOI":"10.1007\/s10586-022-03604-4","article-title":"An intelligent cyber security phishing detection system using deep learning techniques","volume":"25","author":"Mughaid","year":"2022","journal-title":"Clust. Comput."},{"key":"ref33","doi-asserted-by":"crossref","first-page":"1549","DOI":"10.3844\/jcssp.2023.1549.1560","article-title":"Improved intrusion detection system to alleviate attacks on DNS service","volume":"19","author":"Al-Mimi","year":"2023","journal-title":"J. Comput. Sci."},{"key":"ref34","doi-asserted-by":"crossref","first-page":"78","DOI":"10.1145\/2347736.2347755","article-title":"A few useful things to know about machine learning","volume":"55","author":"Domingos","year":"2012","journal-title":"Commun. ACM"},{"key":"ref35","series-title":"2016 IEEE Conf. Comput. Vis. Pattern Recognit. 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