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 DKMI: Diversification ofWeb Image Search Using Knowledge Centric Machine Intelligence Subject The topic of the resource Crowd-sourced knowledge stores; Differential classification; Knowledge pool; Ontology alignment; Web image recommendation Description An account of the resource Web Image Recommendation is quite important in the present-day owing to the large scale of the multimedia content on the World Wide Web (WWW) specifically images. Recommendation of the images that are highly pertinent to the query with diversified yet relevant query results is a challenge. In this paper the DKMI framework for web image recommendation has been proposed which is mainly focused on ontology alignment and knowledge pool derivation using standard crowd-sourced knowledge stores like Wikipedia and DBpedia. Apart from this the DKMI model encompasses differential classification of the same dataset using the GRU and SVM, which are two distinct differential classifiers at two different levels. GRU being a Deep Learning classifier and the SVM being a Machine Learning classifier, enhances the heterogeneity and diversity in the results. Semantic similarity computation using Cosine Similarity, PMI and SOC-PMI at several phases ensures strong relevance computation in the model. The DKMI model yields overall Precision of 97.62% with an accuracy of 98.36% along with the lowest FDR score of 0.03 and is much better than the other models that are considered to be the baseline models. 2022, The Author(s), under exclusive license to Springer Nature Switzerland AG. Creator An entity primarily responsible for making the resource Mohnish S.; Deepak G.; Praveen S.V.; Sheeba Priyadarshini J. Source A related resource from which the described resource is derived Communications in Computer and Information Science, Vol-1686 CCIS, pp. 163-177. 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 2022-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1007/978-3-031-21422-6_12" target="_blank" rel="noreferrer noopener">https://doi.org/10.1007/978-3-031-21422-6_12</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85142750259&amp;doi=10.1007%2F978-3-031-21422-6_12&amp;partnerID=40&amp;md5=08533b66446322765567f6ab3802e520" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85142750259&amp;doi=10.1007%2f978-3-031-21422-6_12&amp;partnerID=40&amp;md5=08533b66446322765567f6ab3802e520</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISSN: 18650929; ISBN: 978-303121421-9 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 Mohnish S., Madras Institute of Technology, Chennai, India; Deepak G., Manipal Institute of Technology Bengaluru, Manipal Academy of Higher Education, Manipal, India; Praveen S.V., National Institute of Technology, Tiruchirappalli, Tiruchirappalli, India; Sheeba Priyadarshini J., CHRIST (Deemed to be University), Bangalore, India