Skip to Main Content
Machine Learning Paradigm for Internet of Things Applications
book

Machine Learning Paradigm for Internet of Things Applications

by Shalli Rani, R. Maheswar, G. R. Kanagachidambaresan, Sachin Ahuja, Deepali Gupta
March 2022
Intermediate to advanced content levelIntermediate to advanced
304 pages
7h 38m
English
Wiley-Scrivener
Content preview from Machine Learning Paradigm for Internet of Things Applications

10Fake News Detection Using Machine Learning Algorithms

M. Kavitha*, R. Srinivasan and R. Bhuvanya

Computer Science & Engineering, Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology, Chennai, India

Abstract

Any sorts of untrue information designed to mislead or defame any individual are termed as fake news. In this paper, we describe a technique to spot bogus news using machine learning (ML) architectures. The ever-increasing production and circulation of skewed news stories necessitates an immediate need for software that can automatically discover and detect them. Automated identification of fake news, on the other hand, is extremely difficult because it necessitates the model’s understanding of natural language nuances. Binary classification method was used as a fake news detection technique in the existing methodologies, which restricts the ability of the model to discern how closely the reported news is connected to true news. To address these issues, this paper attempted to design a neural network architecture that could reliably predict the attitude between a given combination of headlines and article bodies. We have fused some advanced ML techniques together which includes the logistic regression and recurrent neural network technique particularly. The implemented approach is better than the existing architectures by 2.5% and achieved accuracy of 90.39% on test data.

Keywords: Machine learning, binary classification, logistic regression, recurrent ...

Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.
Start your free trial

You might also like

R: Unleash Machine Learning Techniques

R: Unleash Machine Learning Techniques

Raghav Bali, Dipanjan Sarkar, Brett Lantz, Cory Lesmeister
Navigating the Metaverse

Navigating the Metaverse

Cathy Hackl, Dirk Lueth, Tommaso Di Bartolo, John Arkontaky, Yat Siu

Publisher Resources

ISBN: 9781119760474Purchase Link