Publication Type : Journal Article
Publisher : Journal of Advanced Research in Dynamical and Control Systems
Source : Journal of Advanced Research in Dynamical and Control Systems, Institute of Advanced Scientific Research, Inc., Number Special Issue 11, p.287-296 (2017)
Url : https://www.scopus.com/inward/record.uri?eid=2-s2.0-85030640603&partnerID=40&md5=b99e8dbd67c995ba4cf2d56ce4d631db
Campus : Coimbatore
School : School of Engineering
Center : Amrita Innovation & Research
Department : Computer Science
Verified : Yes
Year : 2017
Abstract : Text Mining is one of the techniques used for deriving high quality of information from the text. Topic Modeling is a major task involved in text mining for finding hidden subjects from the corpus. Cyber bullying is the act of bullying people through electronic means of communication which primarily threaten the teens in a deliberate manner. In the proposed work we have taken the survey from students, blogs and YouTube comments which are fed as input to LSA and LDA for finding the cyber bullying documents. Both topic modeling techniques are designed for categorizing the cyber bullying documents from the corpus. We experimented with LSA model for document summarization and using LDA model, developed add-ons on Google Chrome to prevent the cyber bullying words. The Performance analysis is done for both LSA and LDA algorithm. Our results show that LDA performs better for documents with multiple topic distribution.
Cite this Research Publication : Subathra P., Thiyaneswaran, V., and Dr. (Col.) Kumar P. N., “Preventive System Against Cyber Bulling Using Topic Modeling Algorithm”, Journal of Advanced Research in Dynamical and Control Systems, pp. 287-296, 2017.