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 Manta Ray Foraging Optimizer with Deep Learning based Malicious Activity Detection for Privacy Protection in Social Networks Subject The topic of the resource Machine Learning; Malicious activity detection; Manta Ray Foraging Optimization; Social Network; Twitter Description An account of the resource Malicious activity detection is a vital component of ensuring privacy protection in social media networks. As users engage in online interactions, protecting their sensitive information becomes paramount. Social networks can proactively identify and mitigate malicious behaviors, such as cyberbullying, data breaches, and phishing attacks by applying advanced AI and machine learning (ML) technologies. This detection system analyzes user behavior patterns, content, and network traffic to flag suspicious activities, thus safeguarding user privacy and fostering a safer online environment. The incorporation of robust malicious activity detection mechanisms helps maintain trust in social networks and reinforces the commitment to preserving user privacy in an increasingly interconnected digital landscape. This article introduces a novel Manta Ray Foraging Optimizer with Deep Learning based Malicious Activity Detection (MRFODLMAD) technique for privacy protection in social networks. The drive of the MRFODL-MAD technique is to detect and classify malicious activities in the social network. To accomplish this, the MRFODL-MAD technique preprocesses the input data. For malicious activity detection, the MRFODL-MAD technique employs long short term memory (LSTM) system. The MRFO algorithm has been executed to hyperparameter tuning process to improve the performance of the LSTM network. The experimental outcomes of the MRFODL-MAD algorithm can be tested on social networking database and the results inferred the improved performance of the MRFODL-MAD algorithm under various different measures. 2023 IEEE. Creator An entity primarily responsible for making the resource Unni M.V.; Jeevananda S.; Jacob Joseph K.; Fatma S. Source A related resource from which the described resource is derived Proceedings of 2023 IEEE Technology and Engineering Management Conference - Asia Pacific, TEMSCON-ASPAC 2023 Publisher An entity responsible for making the resource available Institute of Electrical and Electronics Engineers Inc. Date A point or period of time associated with an event in the lifecycle of the resource 2023-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1109/TEMSCON-ASPAC59527.2023.10531362" target="_blank" rel="noreferrer noopener">https://doi.org/10.1109/TEMSCON-ASPAC59527.2023.10531362</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85195139253&amp;doi=10.1109%2FTEMSCON-ASPAC59527.2023.10531362&amp;partnerID=40&amp;md5=3982fe4f5df7b38208d340caf692abcb" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85195139253&amp;doi=10.1109%2fTEMSCON-ASPAC59527.2023.10531362&amp;partnerID=40&amp;md5=3982fe4f5df7b38208d340caf692abcb</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISBN: 979-835038465-9 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 Unni M.V., Christ (Deemed to Be University), School of Business and Management, Karnataka, Bengaluru, India; Jeevananda S., Christ (Deemed to Be University), School of Business and Management, Karnataka, Bengaluru, India; Jacob Joseph K., Christ (Deemed to Be University), School of Business and Management, Karnataka, Bengaluru, India; Fatma S., Christ (Deemed to Be University), School of Business and Management, Karnataka, Bengaluru, India