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What is Misinformation Detection

Applied Big Data Analytics and Its Role in COVID-19 Research
A task of monitoring the information that is unreliable and questioned to its accuracy and credibility.
Published in Chapter:
Developing a Web-Based COVID-19 Fake News Detector With Deep Learning
Copyright: © 2022 |Pages: 30
DOI: 10.4018/978-1-7998-8793-5.ch010
Abstract
Fake news and misleading information have been determined as ongoing social challenges in the post-pandemic era. COVID-19-related misinformation has been posted online, which is a crucial impact on society. Despite technological abuses of spreading misinformation, artificial intelligence can help to terminate it. This chapter proposes a cloud-based architecture to detect misleading information on COVID-19-related news and articles. The system has been illustrated through misinformation extraction, fake news detection, and ground-truth testing. A web-based application has been presented with a dashboard-like user interface design using cloud computing. A bench of word embeddings and deep learning algorithms has been investigated for determining the optimal model. The anti-misinformation system can identify fake news in a second with a reliability study operated in a cloud computing environment. Potential limitations and suggestions are also discussed in terms of improving the system for industrial consideration.
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