Fake news and rumors: a trigger for proliferation or fading away

05/02/2019
by   Ahad N. Zehmakan, et al.
0

The dynamics of fake news and rumor spreading is investigated using a model with three kinds of agents who are respectively the Seeds, the Agnostics and the Others. While Seeds are the ones who start spreading the rumor being adamantly convinced of its truth, Agnostics reject any kind of rumor and do not believe in conspiracy theories. In between, the Others constitute the main part of the community. While Seeds are always Believers and Agnostics are always Indifferents, Others can switch between being Believer and Indifferent depending on who they are discussing with. The underlying driving dynamics is implemented via local updates of randomly formed groups of agents. In each group, an Other turns into a Believer as soon as m or more Believers are present in the group. However, since some Believers may lose interest in the rumor as time passes by, we add a flipping fixed rate 0<d<1 from Believers into Indifferents. Rigorous analysis of the associated dynamics reveals that switching from m=1 to m>2 triggers a drastic qualitative change in the spreading process. When m=1 even a small group of Believers may manage to convince a large part of the community very quickly. In contrast, for m> 2, even a substantial fraction of Believers does not prevent the rumor dying out after a few update rounds. Our results provide an explanation on why a given rumor spreads within a social group and not in another, and also why some rumors will not spread in neither groups.

READ FULL TEXT
research
09/28/2021

Spreading of fake news, competence, and learning: kinetic modeling and numerical approximation

The rise of social networks as the primary means of communication in alm...
research
09/04/2018

How to model fake news

Over the past three years it has become evident that fake news is a dang...
research
05/01/2022

Detecting COVID-19 Conspiracy Theories with Transformers and TF-IDF

The sharing of fake news and conspiracy theories on social media has wid...
research
07/26/2021

'No, auntie, that's false': Female baby boomers develop critical skills to confront fake news with guidance from relatives

The spread of fake news has been increasing, which gives rise to a speci...
research
07/28/2021

Social groups in pedestrian crowds: Review of their influence on the dynamics and their modelling

Pedestrians are often encountered walking in the company of some social ...

Please sign up or login with your details

Forgot password? Click here to reset