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 Comparison of Machine Learning-Based Intrusion Detection Systems Using UNSW-NB15 Dataset Subject The topic of the resource Cyber security; Intrusion detection; Machine learning; UNSW-NB15 Description An account of the resource Various machine learning classifiers have been employed recently to enhance network intrusion detection. In the literature, researchers have put forth a wide range of intrusion detection solutions. The accuracy of the machine learning classifiers intrusion detection is limited by the fact that they were trained on dated samples. Therefore, the most recent dataset must be used to train the machine learning classifiers. In this study, UNSW-NB15, machine learning classifiers are trained using the most recent dataset. A taxonomy of classifiers based on eager and lazy learners is used to train the chosen classifiers, such as K-Means (KNN), Polynomial Features, Random Forest (RF), and Naive Bayes (NB), Linear Regression. In order to decrease the redundant and unnecessary features in the UNSW-NB15 dataset, chi-Square, a filter-based feature selection technique, is used in this study. When comparing these machine learning classifiers, performance is measured in terms of accuracy, mean squared error (MSE), precision, recall, and F1-score with or without feature selection technique. The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd 2024. Creator An entity primarily responsible for making the resource Sambandam R.K.; Daniel D.; Gokulapriya R.; Vetriveeran D.; Jenefa J.; Anuneshwar Source A related resource from which the described resource is derived Lecture Notes in Networks and Systems, Vol-844, pp. 311-324. 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/10.1007/978-981-99-8479-4_23" target="_blank" rel="noreferrer noopener">https://doi.org/10.1007/978-981-99-8479-4_23</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85181976034&amp;doi=10.1007%2F978-981-99-8479-4_23&amp;partnerID=40&amp;md5=afbe76ab5f9c6bf9880d6ef41029a9dc" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85181976034&amp;doi=10.1007%2f978-981-99-8479-4_23&amp;partnerID=40&amp;md5=afbe76ab5f9c6bf9880d6ef41029a9dc</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISSN: 23673370; ISBN: 978-981998478-7 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 Sambandam R.K., Department of CSE, SOET, CHRIST (Deemed to be University), Kengeri Campus, Bangalore, India; Daniel D., Department of CSE, SOET, CHRIST (Deemed to be University), Kengeri Campus, Bangalore, India; Gokulapriya R., Department of CSE, SOET, CHRIST (Deemed to be University), Kengeri Campus, Bangalore, India; Vetriveeran D., Department of CSE, SOET, CHRIST (Deemed to be University), Kengeri Campus, Bangalore, India; Jenefa J., Department of CSE, SOET, CHRIST (Deemed to be University), Kengeri Campus, Bangalore, India; Anuneshwar, Department of CSE, SOET, CHRIST (Deemed to be University), Kengeri Campus, Bangalore, India