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 A Malicious Botnet Traffic Detection Using Machine Learning Subject The topic of the resource Bot-IoT; Botnet; Machine learning; TOPSIS Description An account of the resource Detection of incorrect and malign data transfers in the Internet of Things (IoT) network is important for IoT safety to observe an eye on and prevent unwelcomed traffic flow to the network of IoT. For it, Machine Learning (ML) strategic methods are produced by several researchers to prevent malign data flows through the network of IoT. Nonetheless, because of the wrong choice of feature, a few malign Machine Learning models differentiate especially the movement of malign traffic. Still, what matters is the problem that needs to be deliberated in-depth to select the best features for better malign traffic acquisition in the network of IoT. Dealing with the challenge, a new process was proposed. 1st, the metric method of selecting a novel feature called the proposed CorrAUC, and hinged on CorrAUC, a new highlight for choosing the Corrauc algorithm name is also being developed, designed hinged on the system folding filter features precisely and select the active features of the choose ML method using AUC metric. After that, we apply a combined application Order of Preference by Similarity to Ideal Solution Using Shannon Entropy (TOPSIS) built on a bijective set which is soft to verify selected features for identification of malign 1traffic in IoT network. We test our method using data set of Bot-IoT and 4 dissimilar ML classifiers. Practical outcomeanalysis showed that our proposed approach works as well and can achieve greater than 96% results on average. 2022 Wolters Kluwer Medknow Publications. All rights reserved. Creator An entity primarily responsible for making the resource Sakthivel M.; Sivanantham S.; Akshaya V.; Sivakumar D.; Karthikeyan H. Source A related resource from which the described resource is derived Journal of Pharmaceutical Negative Results, Vol-13, No. 4, pp. 968-977. Publisher An entity responsible for making the resource available ResearchTrentz Academy Publishing Education Services 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/10.47750/pnr.2022.13.04.131" target="_blank" rel="noreferrer noopener">https://doi.org/10.47750/pnr.2022.13.04.131</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85143358107&amp;doi=10.47750%2Fpnr.2022.13.04.131&amp;partnerID=40&amp;md5=c089677658bbb8045492361f9e52b34e" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85143358107&amp;doi=10.47750%2fpnr.2022.13.04.131&amp;partnerID=40&amp;md5=c089677658bbb8045492361f9e52b34e</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISSN: 9769234 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 Sakthivel M., Department of CSE, Sree Vidyanikethan Engineering College, Andhra Pradesh, Tirupati, India; Sivanantham S., Department of CSSE, Sree Vidyanikethan Engineering College, Andhra Pradesh, Tirupati, India; Akshaya V., Department of CSE, Sree Vidyanikethan Engineering College, Andhra Pradesh, Tirupati, India; Sivakumar D., Department of CSSE, Sree Vidyanikethan Engineering College, Andhra Pradesh, Tirupati, India; Karthikeyan H., School of Engineering and Technology, CHRIST (Deemed To Be University), Karnataka, Bengaluru, India