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In this situation, methodologies to manage the data over-burden should be developed. One of the effective methods for managing the data over-burden on Twitter is to cluster semantically similar tweets into groups, with the goal that a user may see just a couple of tweets in each group. In this work, various graph clustering approaches based on dimension reduction are proposed for clustering microblogs. Through experiments on several microblog datasets, the authors demonstrate that the proposed techniques perform better than several classical text clustering algorithms.<\/jats:p>","DOI":"10.4018\/ijismd.2019040102","type":"journal-article","created":{"date-parts":[[2019,6,11]],"date-time":"2019-06-11T11:41:17Z","timestamp":1560253277000},"page":"26-45","source":"Crossref","is-referenced-by-count":5,"title":["Clustering Model for Microblogging Sites using Dimension Reduction Techniques"],"prefix":"10.4018","volume":"10","author":[{"given":"Soumi","family":"Dutta","sequence":"first","affiliation":[{"name":"Indian Institute of Engineering Science and Technology Shibpur, Howrah, India"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Nilan","family":"Saha","sequence":"additional","affiliation":[{"name":"Institute of Engineering & Management, Kolkata, India"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Asit Kumar","family":"Das","sequence":"additional","affiliation":[{"name":"Indian Institute of Engineering Science and Technology Shibpur, Howrah, India"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Saptarshi","family":"Ghosh","sequence":"additional","affiliation":[{"name":"Indian Institute of Technology, Kharagpur, India"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"2432","reference":[{"key":"IJISMD.2019040102-0","article-title":"Beyond trending topics: Real-world event identification on twitter.","author":"H.Becker","year":"2011","journal-title":"Proceedings of the Fifth International AAAI Conference on Weblogs and Social Media"},{"issue":"Jan","key":"IJISMD.2019040102-1","first-page":"993","article-title":"Latent dirichlet allocation.","volume":"3","author":"D. 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