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 Enhancing IoT Security Through Deep Learning-Based Intrusion Detection Subject The topic of the resource Adaptive Moment Estimation; Edge Computing; Gated Recurrent Units; Intrusion Detection; IoT-23 Description An account of the resource The Internet of Things (IoT) has revolutionized the way we interact with technology by connecting everyday devices to the internet. However, this increased connectivity also poses new security challenges, as IoT devices are often vulnerable to intrusion and malicious attacks. In this paper, we propose a deep learning-based intrusion detection system for enhancing IoT security. The proposed work has been experimented on IoT-23 dataset taken from Zenodo. The proposed work has been tested with 10 machine learning classifiers and two deep learning models without feature selection and with feature selection. From the results it can be inferred that the proposed work performs well with feature selection and in deep learning model named as Gated Recurrent Units (GRU) and the GRU is tested with various optimizers namely Follow-the-Regularized-Leader (Ftrl), Adaptive Delta (Adadelta), Adaptive Gradient Algorithm (Adagrad), Root Mean Squared Propagation (RmsProp), Stochastic Gradient Descent (SGD), Nesterov-Accelerated Adaptive Moment Estimation (Nadam), Adaptive Moment Estimation (Adam). Each evaluation is done with the consideration of highest performance metric with low running time. 2023, The Author(s), under exclusive license to Springer Nature Switzerland AG. Creator An entity primarily responsible for making the resource Jyotsna A.; Mary Anita E.A. Source A related resource from which the described resource is derived Communications in Computer and Information Science, Vol-1823 CCIS, pp. 95-105. 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 2023-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1007/978-3-031-35299-7_8" target="_blank" rel="noreferrer noopener">https://doi.org/10.1007/978-3-031-35299-7_8</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85164746190&amp;doi=10.1007%2F978-3-031-35299-7_8&amp;partnerID=40&amp;md5=4705a6cd1f3506cfa37fb0f16af5bb5f" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85164746190&amp;doi=10.1007%2f978-3-031-35299-7_8&amp;partnerID=40&amp;md5=4705a6cd1f3506cfa37fb0f16af5bb5f</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISSN: 18650929; ISBN: 978-303135298-0 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 Jyotsna A., Department of Computer Science and Engineering, Christ (Deemed to Be University), Bangalore, India; Mary Anita E.A., Department of Computer Science and Engineering, Christ (Deemed to Be University), Bangalore, India