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 Sliced Bidirectional Gated Recurrent Unit with Sparrow Search Optimizer for Detecting the Attacks in IoT Environment Subject The topic of the resource bidirectional gated recurrent unit; internet of things; multi-head self-attention mechanism; network intrusion detection systems; network traffic; sparrow search optimization algorithm Description An account of the resource In an era characterized by pervasive interconnectivity facilitated by the widespread adoption of Internet of Things (IoT) devices across diverse domains, novel cybersecurity challenges have emerged, underscoring the imperative for robust intrusion detection systems. Conventional security frameworks, constrained by their closed-system architecture, struggle to adapt to the dynamic threat landscape marked by the continual emergence of unprecedented attacks. This paper presents a methodology aimed at mitigating the open set recognition (OSR) challenge within IoT-specific Network Intrusion Detection Schemes (NIDS). Leveraging image-based representations of data, our approach focuses on extracting geographical traffic patterns. We observe that the Recurrent Neural Network exhibits suboptimal classification accuracy and lacks parallelizability for attack analysis tasks. Our investigation concludes that the Sparrow Search Optimization Algorithm (SSOA) serves as a foundation for constructing an effective assault classification model. This research contributes significantly to the field of network security by emphasizing the importance and ramifications of meticulous hyperparameter tuning. It represents a critical stride toward developing IDSs capable of effectively navigating the evolving cyber threat landscape. In the experimental analysis of proposed model reached the accuracy and 0.963% respectively. 2024 IEEE. Creator An entity primarily responsible for making the resource Gondkar S.R.; Siva Balan R.V.; Kavitha S.; Gondkar R.R. Source A related resource from which the described resource is derived 3rd IEEE International Conference on Distributed Computing and Electrical Circuits and Electronics, ICDCECE 2024 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 2024-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1109/ICDCECE60827.2024.10548548" target="_blank" rel="noreferrer noopener">https://doi.org/10.1109/ICDCECE60827.2024.10548548</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85196792476&amp;doi=10.1109%2FICDCECE60827.2024.10548548&amp;partnerID=40&amp;md5=845220c14d60abb8d89191596d33bd94" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85196792476&amp;doi=10.1109%2fICDCECE60827.2024.10548548&amp;partnerID=40&amp;md5=845220c14d60abb8d89191596d33bd94</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISBN: 979-835031860-9 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 Gondkar S.R., Bms Institute Of Technology And Management, Department Of Electronic And Communication Engineering, Bangalore, India; Siva Balan R.V., Christ (Deemed-to-be-University), Department Of Computer Science, Bangalore, India; Kavitha S., Nitte Meenakshi Institute Of Technology, Department Of Mca, Bangalore, India; Gondkar R.R., Christ (Deemed-to-be-University), Department Of Computer Science, Bangalore, India