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 Faculty Publications 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/. Creator An entity primarily responsible for making the resource Resmi, K.R.; Joseph, Amitha; George, Bindu; Job, Dhanya; Cyriac, Sebastian Title A name given to the resource Ethical and Privacy Considerations in GAN-Based Security Date A point or period of time associated with an event in the lifecycle of the resource 01-01-2026 Source A related resource from which the described resource is derived Generative Adversarial Networks for Cybersecurity:: Protecting Data and Networks;pp.235-245 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1201/9781003652991-17" target="_blank" rel="noreferrer noopener">https://doi.org/10.1201/9781003652991-17</a> <br /><br /><a href="https://www.scopus.com/pages/publications/105040316894?origin=resultslist" target="_blank" rel="noreferrer noopener">https://www.scopus.com/pages/publications/105040316894?origin=resultslist</a> Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Resmi K.R., Department of Computer Science, CHRIST (Deemed to be University), Bengaluru, Karnataka, India; Joseph A., Department of Computer Science, St Alberts College (Autonomous), Kerala, Ernakulam, India; George B., Department of Computer Science, Nirmala College, Kerala, Muvattupuzha, India; Job D., Department of Computer Applications, BPC College, Kerala, Piravom, India; Cyriac S., Department of Information Technology, Southeast College, Weyburn, SK, Canada Description An account of the resource Generative Adversarial Networks (GANs) have caused a great transformation in a number of fields, including anomaly detection, healthcare, data encryption, deep learning (DL), machine learning (ML), and entertainment. They are also employed in various security applications. This chapter explores mainly the privacy and ethical concerns associated with the use of GANs. Although GANs have enormous possibilities for security applications such as biometrics, intrusion detection, and data augmentation, implementing them requires careful consideration regarding privacy and ethical issues. GANs ability to produce remarkably lifelike deepfakes poses a risk since it might promote social engineering attacks. Moreover, these discrepancies may be increased by biased security programs that arise from biases in training data. Even with all of the potential benefits, ethical and privacy concerns must be prioritized for the safe and reliable application of GANs in security. This chapter also lays the foundation of GAN-based applications in Cybersecurity. 2026 selection and editorial matter, E. Chandra Blessie, Pethuru Raj, and B. Sundaravadivazhagan; individual chapters, the contributors. Publisher An entity responsible for making the resource available CRC Press Relation A related resource ISBN: 978-100365299-1; 978-104109801-0; 978-104110023-2; Language A language of the resource English Type The nature or genre of the resource Book chapter Rights Information about rights held in and over the resource Restricted Access; Hardcopy may be available in the library Format The file format, physical medium, or dimensions of the resource online