Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Book Chapter Book Chapter Faculty Publications- Book Chapter Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource An advanced machine learning framework for cybersecurity Subject The topic of the resource Anomaly detection; Cybersecurity; GAN; Machine learning; Threat Description An account of the resource The world is turning out to be progressively digitalized raising security concerns and the urgent requirement for strong and propelled security innovations and procedures to battle the expanding complex nature of digital assaults. This paper examines how AI is being utilized in digital security in both resistance and offense exercises, remembering exchanges for digital attacks focused on AI models. Digital security is the assortment of approaches, systems, advancements, and procedures that work together to ensure the confidentiality, trustworthiness, and accessibility of processing assets, systems, programming projects, and information from attacks. Machine learning-based examination for cybersecurity is the following rising pattern in digital security, planned for mining security information to reveal progressed focused on digital threats and limiting the operational overheads of keeping up static relationship rules. In this paper, we are mainly focusing on the detection and diagnosis of various cyber threats based on machine learning. The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd 2021. Creator An entity primarily responsible for making the resource Joshy A.P.; Natarajan K.; Naik P. Source A related resource from which the described resource is derived Lecture Notes in Networks and Systems, Vol-132, pp. 235-241. Publisher An entity responsible for making the resource available Springer Date A point or period of time associated with an event in the lifecycle of the resource 2021-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1007/978-981-15-5309-7_25" target="_blank" rel="noreferrer noopener">https://doi.org/10.1007/978-981-15-5309-7_25</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85090375074&amp;doi=10.1007%2F978-981-15-5309-7_25&amp;partnerID=40&amp;md5=334bd5991beb9e7bf0163d1d9267c1bb" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85090375074&amp;doi=10.1007%2f978-981-15-5309-7_25&amp;partnerID=40&amp;md5=334bd5991beb9e7bf0163d1d9267c1bb</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISSN: 23673370 Format The file format, physical medium, or dimensions of the resource Online Language A language of the resource English Type The nature or genre of the resource Book chapter Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Joshy A.P., Department of Computer Science and Engineering, CHRIST (Deemed to Be University), Bangalore, India; Natarajan K., Department of Computer Science and Engineering, CHRIST (Deemed to Be University), Bangalore, India; Naik P., Department of Computer Science and Engineering, CHRIST (Deemed to Be University), Bangalore, India