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 PMFRO: Personalized Mens Fashion Recommendation Using Dynamic Ontological Models Subject The topic of the resource Fashion Recommendation; Mens Fashion Recommendation; Ontology; Semantically Driven; User Click Records Description An account of the resource There is a thriving need for an expert intelligent system for recommending fashion especially focusing on mens fashion. As it is an area which is neglected both in terms of fashion and modelling intelligent systems. So, in this paper the PMFRO framework for mens recommendation has been put forth which indicates the semantic similarity schemes with auxiliary knowledge and machine intelligence in a very systematic manner. The framework intelligently creates mapping of the preprocessed preferences and the user records and clicks with that of the items in the profile. So, this model aggregates community user profiles and also maps the mens fashion ontology using strategic semantic similarity schemes. Semantic similarity is evaluated using Lesk similarity and NPMI measures at several stages and instances with differential set thresholds and the dataset is classified using the feature control, machine learning bagging classifier which is an ensemble model in order to recommend the mens fashion. The PMFRO framework is an intelligent amalgamation and integration of auxiliary knowledge, strategic knowledge, user profile preferences as well as machine learning paradigms and semantic similarity models for recommending mens fashion and overall precision of 94.68% and FDR of 0.06 was achieved using the PMFRO model. 2023, The Author(s), under exclusive license to Springer Nature Switzerland AG. Creator An entity primarily responsible for making the resource Arunkumar S.; Deepak G.; Priyadarshini J.S.; Santhanavijayan A. Source A related resource from which the described resource is derived Lecture Notes in Networks and Systems, Vol-647 LNNS, pp. 96-105. 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 2023-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1007/978-3-031-27409-1_9" target="_blank" rel="noreferrer noopener">https://doi.org/10.1007/978-3-031-27409-1_9</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85163277359&amp;doi=10.1007%2F978-3-031-27409-1_9&amp;partnerID=40&amp;md5=243aefafd38db7c10dca94c4c08548b8" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85163277359&amp;doi=10.1007%2f978-3-031-27409-1_9&amp;partnerID=40&amp;md5=243aefafd38db7c10dca94c4c08548b8</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISSN: 23673370; ISBN: 978-303127408-4 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 Arunkumar S., Department of Computer Science and Engineering, Sathyabama Institute of Science and Technology, Chennai, India; Deepak G., Department of Computer Science and Engineering, Manipal Institute of Technology Bengaluru, Manipal Academy of Higher Education, Manipal, India; Priyadarshini J.S., Deparment of Data Science, CHRIST (Deemed to Be University), Bengaluru, India; Santhanavijayan A., National Institute of Technology, Tiruchirappalli, India