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 Conference Papers Conference Paper Faculty Publications- Conference Papers 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 Advancements in Sybil Attack Detection: A Comprehensive Survey of Machine Learning-Based Approaches in Wireless Sensor Networks Subject The topic of the resource Decision Trees; Deep learning; K-Nearest Neighbour; Reinforcement learning; Semi-supervised learning; Supervised learning; Unsupervised learning Description An account of the resource Wireless Sensor Networks (WSNs) are used in various healthcare and military surveillance applications. As more sensitive data is transmitted across the network, achieving security becomes critical. Ensuring security is also challenging because most sensors are deployed in remote areas, making them vulnerable to many security attacks. Sybil attacks are one of the most destructive attacks. Security against Sybil attackers can be attained by implementing effective detection techniques to distinguish attackers from genuine nodes. This paper reviews existing machine learning-based approaches for detecting Sybil attacks, and their performance is compared based on different parameters. The Author(s), under exclusive license to Springer Nature Switzerland AG 2024. Creator An entity primarily responsible for making the resource Anita E.A.M.; Jenefa J.; Vinodha D.; Lapina M. Source A related resource from which the described resource is derived Lecture Notes in Networks and Systems, Vol-863 LNNS, pp. 67-75. Publisher An entity responsible for making the resource available Springer Science and Business Media Deutschland GmbH Date A point or period of time associated with an event in the lifecycle of the resource 2024-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1007/978-3-031-72171-7_7" target="_blank" rel="noreferrer noopener">https://doi.org/10.1007/978-3-031-72171-7_7</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85207587838&amp;doi=10.1007%2F978-3-031-72171-7_7&amp;partnerID=40&amp;md5=bc9f6af23ada3204cb2ae17e28319db6" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85207587838&amp;doi=10.1007%2f978-3-031-72171-7_7&amp;partnerID=40&amp;md5=bc9f6af23ada3204cb2ae17e28319db6</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISSN: 23673370; ISBN: 978-303172170-0 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 Conference paper Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Anita E.A.M., Department of Computer Science and Engineering, Christ University, Bangalore, India; Jenefa J., Department of Computer Science and Engineering, Christ University, Bangalore, India; Vinodha D., Department of Computer Science and Engineering, Christ University, Bangalore, India; Lapina M., Department of Information Security of Automated Systems, North-Caucasus Federal University, Stavropol, Russian Federation