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 Articles Article Faculty Publications -Articles 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 Dirichlet Feature Embedding with Adaptive Long Short-Term Memory Model for Intrusion Detection System Subject The topic of the resource adaptive long short-term memory; Dirichlet feature embedding; false alarm rate; intrusion detection system; NSL-KDD Description An account of the resource Intrusion Detection System is applied in the network to monitor the network activity and detect the intruder to protect the user data. Various existing models have been applied in the intrusion detection system and have the limitations of high False Alarm Rate (FAR), overfitting problem and data imbalance problem. In this research, Dirichlet Feature Embedding based Adaptive Long Short Term Memory (DFE-LSTM) model is proposed to improve the efficiency of the intrusion detection. The Dirichlet Feature Embedding (DFE) method is applied to effectively represent the feature to analysis the multi-variate of the input data. The enhanced Adaptive Long Short Term Memory (ALSTM) model is applied to select the optimal parameter for the LSTM model to improve the learning rate. The proposed DFE-ALSTM model is compared to three datasets such as UNSW-NB15, NSL-KDD and Kyoto 2006+ for evaluate the efficiency. The proposed DFE-ALSTM model has the accuracy of 94.32 % and existing NB-SVM has 93.75 % accuracy in intrusion detection on UNSW-NB15 dataset. 2022, Success Culture Press. All rights reserved. Creator An entity primarily responsible for making the resource Sivakami R.; Uday Kiran G.; Arun M.; David L.G.; Manohar M. Source A related resource from which the described resource is derived Journal of System and Management Sciences, Vol-12, No. 4, pp. 398-412. Publisher An entity responsible for making the resource available Success Culture Press Date A point or period of time associated with an event in the lifecycle of the resource 2022-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.33168/JSMS.2022.0424" target="_blank" rel="noreferrer noopener">https://doi.org/10.33168/JSMS.2022.0424</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85137839497&amp;doi=10.33168%2FJSMS.2022.0424&amp;partnerID=40&amp;md5=a194dff25d913dd5637fd1107e50ca48" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85137839497&amp;doi=10.33168%2fJSMS.2022.0424&amp;partnerID=40&amp;md5=a194dff25d913dd5637fd1107e50ca48</a> Rights Information about rights held in and over the resource All Open Access; Gold Open Access Relation A related resource ISSN: 18166075 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 Article Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Sivakami R., Department of Computer Science and Engineering, Sona College of Technology, Tamil Nadu, Salem, 636005, India; Uday Kiran G., Department of Computer Science and Engineering, B V Raju Institute of Technology, Telangana, Narsapur, 502313, India; Arun M., Department of Electronics and Communication Engineering, Panimalar Institute of Technology, Chennai, India; David L.G., Department of Visual Communication, Kumaraguru College of Liberal Arts and Science, Coimbatore, India; Manohar M., Department of Computer Science and Engineering, CHRIST (Deemed to be University), Karnataka, Bangalore, 560029, India