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 Identification of Phishing URLs Using Machine Learning Models Subject The topic of the resource Classifier; Machine learning; Phishing; Prediction; XGBoost Description An account of the resource In this study, we provide a machine learning-based method for identifying phishing URLs. Sixteen features, including Have IP, Have At, URL Length, URL Depth, Non-standard double slash, HTTPS domain, Shortened URL, Hyphen Count, DNS Record, Domain age, Domain active, iFrame, Mouse Over, Right click, Web Forwards, and Label, were extracted from the 600,000 URLs we gathered as a dataset of legitimate and phishing URLs. We then used this dataset to train a variety of machine learning models. These included standalone models such Naive Bayes, Logistic Regression, Decision Trees, and K-Nearest Neighbors (KNN). We also used ensemble models likeHard Voting, XGBoost, Random Forests, and AdaBoost. Finally, we used deep learning models such as Artificial Neural Networks (ANN), Long Short-Term Memory (LSTM), Gated Recurrent Units (GRU) and Convolutional Neural Networks (CNN).On evaluation of performance metrics like accuracy, precision, recall, train time and prediction time it was found that XGBoost provides the best performance across all categories. The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2024. Creator An entity primarily responsible for making the resource Vivek M.; Premjith N.; Johnson A.A.; Maurya A.K.; Diana Jeba Jingle I. Source A related resource from which the described resource is derived Lecture Notes in Networks and Systems, Vol-865, pp. 209-219. 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/10.1007/978-981-99-9043-6_18" target="_blank" rel="noreferrer noopener">https://doi.org/10.1007/978-981-99-9043-6_18</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85190370396&amp;doi=10.1007%2F978-981-99-9043-6_18&amp;partnerID=40&amp;md5=b7f61840f2e2d55e170f74a847ff0655" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85190370396&amp;doi=10.1007%2f978-981-99-9043-6_18&amp;partnerID=40&amp;md5=b7f61840f2e2d55e170f74a847ff0655</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISSN: 23673370; ISBN: 978-981999042-9 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 Vivek M., Christ (Deemed to be University), Karnataka, Bengaluru, India; Premjith N., Christ (Deemed to be University), Karnataka, Bengaluru, India; Johnson A.A., Christ (Deemed to be University), Karnataka, Bengaluru, India; Maurya A.K., Christ (Deemed to be University), Karnataka, Bengaluru, India; Diana Jeba Jingle I., Christ (Deemed to be University), Karnataka, Bengaluru, India