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 Effective Emoticon Based Framework for Sentimental Analysis of Web Data Subject The topic of the resource Emoticon; Opinion mining; Sentiment analysis; SentiWordNet Description An account of the resource The Explosive development in the social media domain has created a platform for mass generation of textual and emoticon based web data from micro blogging sites. Sentimental Analysis refers to analysis of sentiments or emotions from such heterogeneous reviews are the present urge of the market. Thus, an effective emoticon based framework is proposed which generates scores of both textual and emoticons into seven layered categories using SentiWordNet and weighs performance of various machine learning techniques like SVM/SMO, K-Nearest Neighbor (IBK), Multilayer Perception (MLP) and Naive Bayes (NB). Using Jsoup crawler input reviews are obtained and processed with initial pre-processing model for emoticons and text data followed by stemming and POS tagger. Projected framework is investigated on college and hospital dataset obtaining upper attainment level by Kappa statistic metrics having 98.4% correctness and lesses bug value. Proposed Framework showcases greater competence score with lesser FP Rate based on weighted average of correctness measures. The investigational outcomes are tested on training data with Ten-Fold cross validation. The outcome reveals that suggested emoticon based framework for the task of Sentimental analysis can be efficaciously applied in online decision job. 2019, Springer Nature Singapore Pte Ltd. Creator An entity primarily responsible for making the resource Ahamed S.; Danti A. Source A related resource from which the described resource is derived Communications in Computer and Information Science, Vol-1037, pp. 622-633. 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 2019-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1007/978-981-13-9187-3_55" target="_blank" rel="noreferrer noopener">https://doi.org/10.1007/978-981-13-9187-3_55</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85070213127&amp;doi=10.1007%2F978-981-13-9187-3_55&amp;partnerID=40&amp;md5=fdd9eefc51ee5f4d6cd032701615cc48" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85070213127&amp;doi=10.1007%2f978-981-13-9187-3_55&amp;partnerID=40&amp;md5=fdd9eefc51ee5f4d6cd032701615cc48</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISSN: 18650929; ISBN: 978-981139186-6 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 Ahamed S., Department of Computer Science, Government First Grade College, Soraba, Shimoga, Karnataka, India; Danti A., Department of Computer Science and Engineering, Christ(Deemed to be University), Bangalore, Karnataka, India