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 Gradient Boosting and Extreme Boosting Ensemble Methods for Webpage Classification Subject The topic of the resource Extreme Gradient Boosting; Gradient Tree Boosting; Web page classification; Web scraping Description An account of the resource Web page classification is an important task in various areas like web content filtering, contextual advertising and maintaining or expanding web directories etc. Machine Learning methods have been found to perform well to classify web pages, and ensemble models have been used to improve the results obtained from single classifiers. The Gradient Boosting and Extreme Boosting ensemble models are used in this work for binary classification. The dataset containing URLs of web pages have been collected manually. The comparison between the two boosting algorithms validated the improvement in accuracy and speed obtained through Extreme boosting. Extreme boosting has been found to be around ten times faster than Gradient boosting and also shows improvement in accuracy. The effect of three preprocessing techniques; lemmatization, stop words removal and regular expressions shows that these preprocessing techniques improves the accuracy of the results but not significantly. 2020 IEEE. Creator An entity primarily responsible for making the resource Dutta J.; Kim Y.W.; Dominic D. Source A related resource from which the described resource is derived Proceedings - 2020 5th International Conference on Research in Computational Intelligence and Communication Networks, ICRCICN 2020, pp. 77-82. Publisher An entity responsible for making the resource available Institute of Electrical and Electronics Engineers Inc. Date A point or period of time associated with an event in the lifecycle of the resource 2020-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1109/ICRCICN50933.2020.9296176" target="_blank" rel="noreferrer noopener">https://doi.org/10.1109/ICRCICN50933.2020.9296176</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85099206710&amp;doi=10.1109%2FICRCICN50933.2020.9296176&amp;partnerID=40&amp;md5=b9e0ad5cb0c563be8a36598bd06647c9" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85099206710&amp;doi=10.1109%2fICRCICN50933.2020.9296176&amp;partnerID=40&amp;md5=b9e0ad5cb0c563be8a36598bd06647c9</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISBN: 978-172818818-8 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 Dutta J., CHRIST (Deemed to Be University), Centre for Digital Innovation, Bangalore, India; Kim Y.W., CHRIST (Deemed to Be University), Centre for Digital Innovation, Bangalore, India; Dominic D., CHRIST (Deemed to Be University), Centre for Digital Innovation, Bangalore, India