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 Articles Article Faculty Publications -Articles 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 Including category information as supplements in latent semantic analysis of Hindi documents Subject The topic of the resource Dimensionality reduction; Document classification; Latent semantic analysis; LSA; Semantic structure; Singular value decomposition Description An account of the resource Latent semantic analysis (LSA) is a mathematical model that is used to capture the semantic structure of documents by using the correlations between the textual elements in them. LSA captures the semantic structure very well being independent of external sources of semantics. However, the model's performance increases when it is supplemented with extra information. The work presented in this paper is to modify the model to analyse word correlations in documents by considering the document category information as supplements in the process. This enhancement is called supplemented latent semantic analysis (SLSA). SLSA's performance is empirically evaluated in a document classification application by comparing the accuracies of classification against plain LSA for various term weighting schemes. An increment of 1.14%, 1.30% and 1.63% is observed in the classification accuracies when SLSA is compared with plain LSA for tf, idf and tfidf respectively in the initial term-bydocument matrix. Copyright 2017 Inderscience Enterprises Ltd. Creator An entity primarily responsible for making the resource Krishnamurthi K.; Panuganti V.R.; Bulusu V.V. Source A related resource from which the described resource is derived International Journal of Computational Science and Engineering, Vol-15, No. 45689, pp. 138-145. Publisher An entity responsible for making the resource available Inderscience Publishers Date A point or period of time associated with an event in the lifecycle of the resource 2017-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1504/IJCSE.2017.085967" target="_blank" rel="noreferrer noopener">https://doi.org/10.1504/IJCSE.2017.085967</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85028569088&amp;doi=10.1504%2FIJCSE.2017.085967&amp;partnerID=40&amp;md5=8fe726048ccfe3e3f861258f073e138d" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85028569088&amp;doi=10.1504%2fIJCSE.2017.085967&amp;partnerID=40&amp;md5=8fe726048ccfe3e3f861258f073e138d</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISSN: 17427185 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 Article Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Krishnamurthi K., Department of Computer Science, Christ University, Bangalore, India; Panuganti V.R., Department of Computer Science and Engineering, Gokaraju Rangaraju Institute of Engineering and Technology, Hyderabad, India; Bulusu V.V., Department of Computer Science and Engineering, JNTUHCEJ, Karimnagar, India