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 Book Chapter Book Chapter Faculty Publications- Book Chapter 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 hybrid semantic algorithm for web image retrieval incorporating ontology classification and user-driven query expansion Subject The topic of the resource Homonyms; Image retrieval; Ontologies; Recommendation systems; SVM; Web image mining Description An account of the resource There is always a need to increase the overall relevance of results in Web search systems. Most existing web search systems are query-driven and give the least preferences to the users needs. Specifically, mining images from the Web are a highly cumbersome task as there are so many homonyms and canonically synonymous terms. An ideal Web image recommendation system must understand the needs of the user. A system that facilitates modeling of homonymous and synonymous ontologies that understands the users need for images is proposed. A Hybrid Semantic Algorithm that computes the semantic similarity using APMI is proposed. The system also classifies the ontologies using SVM and facilitates a homonym lookup directory for classifying the semantically related homonymous ontologies. The users intentions are dynamically captured by presenting images based on the initial OntoPath and recording the user click. Strategic expansion of OntoPath based on the users choice increases the recommendation relevance. An overall accuracy of 95.09% is achieved by the proposed system. 2018, Springer Nature Singapore Pte Ltd. Creator An entity primarily responsible for making the resource Deepak G.; Sheeba Priyadarshini J. Source A related resource from which the described resource is derived Advances in Intelligent Systems and Computing, Vol-645, pp. 41-49. Publisher An entity responsible for making the resource available Springer Verlag Date A point or period of time associated with an event in the lifecycle of the resource 2018-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1007/978-981-10-7200-0_4" target="_blank" rel="noreferrer noopener">https://doi.org/10.1007/978-981-10-7200-0_4</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85045132606&amp;doi=10.1007%2F978-981-10-7200-0_4&amp;partnerID=40&amp;md5=bec3d27f92a8d781af998b23bdb4598c" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85045132606&amp;doi=10.1007%2f978-981-10-7200-0_4&amp;partnerID=40&amp;md5=bec3d27f92a8d781af998b23bdb4598c</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISSN: 21945357 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 Book chapter Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Deepak G., Department of Computer Science and Engineering, Faculty of Engineering, Christ University, Bangalore, India; Sheeba Priyadarshini J., Department of Computer Science, St. Josephs College, Bangalore, India