Fake news has had a significant effect on society and politics. To aid in combating the spread of misinformation, we worked to develop machine learning algorithm that could detect fake based textual data. We used count vectorizer vectorize our text which then inputted into Logistic Regression, Support Vector Machine (SVM), Linear Classifier (SVC) models. The greatest accuracy score achieved was...

Current literature on fake news is rather abundant and mainly focused history, variety, types, than processes. This review draws current to build a working definition of its present relevance journalism political communication contemporary debate, distinguishing it from non-pertinent conceptual varieties contributing much-needed clarification the subject. We performed qualitative analysis publi...

Fake news has brought significant challenges to the healthy development of social media. Although current fake detection methods are advanced, many models directly utilize unselected user comments and do not consider emotional connection between content comments. The authors propose an emotion-driven explainable model (EDI) solve this problem. can select valuable by using sentiment value, obtai...

It is completely amazing! Fake news and click-baits have totally invaded the cyber space. Let us face it: everybody hates them for three simple reasons. Reason #2 will absolutely amaze you. What these can achieve at the time of election will completely blow your mind! Now, we all agree, this cannot go on, you know, somebody has to stop it. So, we did this research on fake news/click-bait detect...

In recent years, scholars have raised concerns on the effects that unreliable news, or “fake news,” has our political sphere, and democracy as a whole. For example, propagation of fake news social media is widely believed to influenced outcome national elections, including 2016 U.S. Presidential Election, 2020 COVID-19 pandemic. What drives an individual level, which interventions could effecti...

The universal access to the Internet contributed dissemination and popularization of fake news. Their function is quite broad – they can influence results political elections, social attitudes behavior or stock market quotations, weaken trust in particular categories our existence. In age Internet, thousands new content with manipulated data circulated every day, without any reliable research t...