Spam filtering on social media using machine learning

Srushti H A; M R Padma Priya

Spam filtering on social media using machine learning

July 2023

Vol-9, Issue-4

Paper ID: 21244

ISSN: 2395-4396

Downloads: 0

Abstract & Details

Research Area

Master of Computer Application

Keywords

support vector machine phishing attacks random forest naive bayes microblogging computer-aided artificial neural network

Abstract

Abstract: Social media sites such as Twitter have become an integral part of our daily lives. With the growing popularity of these sites, the problem of spamming has also increased, leading to a cluttered and irrelevant feed. To address this problem, we propose a machine learning-based approach to filter out spam messages from social media feeds. Our approach involves preprocessing the social media feed to extract relevant features such as message content, user activity, and metadata. We then use supervised machine learning algorithms such as Naïve Bayes, Random Forest, and Support Vector Machines to train our model on a labeled dataset of spam and non- spam messages.

License

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author Information

#	Name	Institute / Affiliation
1	Srushti H A	AMC Engineering College
2	M R Padma Priya	AMC Engineering College

How to Cite

Use the following formats to cite this article in your research.

APA Style

A, Srushti H & Priya, M R Padma (2023). Spam filtering on social media using machine learning. International Journal of Advance Research and Innovative Ideas In Education, 9(4), 1374-1379.

MLA Style

A, Srushti H, and M R Padma Priya. "Spam filtering on social media using machine learning." International Journal of Advance Research and Innovative Ideas In Education, vol. 9, no. 4, 2023, pp. 1374-1379.

IEEE Style

Srushti H A and M R Padma Priya, "Spam filtering on social media using machine learning," International Journal of Advance Research and Innovative Ideas In Education, vol. 9, no. 4, pp. 1374-1379, 2023.

Vancouver Style

A Srushti H, Priya M R Padma. Spam filtering on social media using machine learning. International Journal of Advance Research and Innovative Ideas In Education. 2023;9(4):1374-1379.

Harvard Style

A, Srushti H & Priya, M R Padma (2023) 'Spam filtering on social media using machine learning', International Journal of Advance Research and Innovative Ideas In Education, 9(4), pp. 1374-1379.

Chicago Style

A, Srushti H and M R Padma Priya. "Spam filtering on social media using machine learning." International Journal of Advance Research and Innovative Ideas In Education 9, no. 4 (2023): 1374-1379.

Turabian Style

A, Srushti H and M R Padma Priya. "Spam filtering on social media using machine learning." International Journal of Advance Research and Innovative Ideas In Education 9, no. 4 (2023): 1374-1379.