Harnessing text classification using text mining and deep learning to safeguard online discourse

Registration ID: IJNRD_218724

Published ID: IJNRD2405025

DOI: Click Here to Get

E. JonesMerlin , T.Bhuvaneswari , S.priyadharshini , V.Ruba , S.Subasri

User Online discourse,safeguard,text mining

Everyone is entitled to the right to free speech. However, in the guise of free expression, this privilege is being abused to discriminate against and harm other people. This prejudice is referred to as hate speech. A clear definition of hate speech is language that expresses hatred for an individual or a group of individuals based on traits including race, religion, ethnicity, gender, nationality, handicap, and sexual orientation. It can be communicated by voice, writing, gesture, or exhibition when someone is attacked due of the group to which they belong. Hate speech has been more prevalent both offline and online in recent years. The social media and other online platforms play a significant role in the development and dissemination of hateful information, which eventually fuels hate crimes. The growing use of social media and information sharing has brought about significant advantages for humanity. But this has also given rise to a number of issues, such as the disseminating and sharing of hate speech messages.This project's goal is to examine comments on social networks using Natural Language Processing (NLP) and a Deep Learning method called Valence Aware Dictionary for Sentiment Reasoning (VADER) method. In order to identify the text as positive or negative, VADER are used to extract the keywords from user-generated content. If it's negative, immediately block the comments in accordance with the user's preferences and block the friends in accordance with pre-established threshold values.

Published Paper   E-Certificate

E. JonesMerlin, T.Bhuvaneswari , S.priyadharshini , V.Ruba, & S.Subasri (May-2024). Harnessing text classification using text mining and deep learning to safeguard online discourse . INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT, 9(5), a247-a251. https://ijnrd.org/papers/IJNRD2405025.pdf

Volume 9 Issue 5, May-2024

Pages : a247-a251

Paper Reg. ID: IJNRD_218724

Published Paper Id: IJNRD2405025

Downloads: 000121979

Research Area: Computer Science & Technology 

Country: Perambalur , Tamil Nadu , India

Published Paper PDF: https://ijnrd.org/papers/IJNRD2405025.pdf

Published Paper URL: https://ijnrd.org/viewpaperforall?paper=IJNRD2405025

Journal Name: INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT(IJNRD)

ISSN: 2456-4184 | IMPACT FACTOR: 8.76 Calculated By Google Scholar | ESTD YEAR: 2016

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