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Dynamical opinion clusters exploration suite: Modeling social media opinion dynamics

Authors: Henrique Ferraz de Arruda; Kleber A. Oliveira; Yamir Moreno;

Dynamical opinion clusters exploration suite: Modeling social media opinion dynamics

Abstract

The escalating use of social media in recent years has made the study of opinion dynamics a crucial area for understanding societal trends. As digital communication platforms continue to shape collective consciousness, understanding the evolution, interaction, and spread of opinions has become imperative. Researchers have approached this phenomenon from a variety of perspectives, ranging from sociology to data analytics to computational simulation. To address the challenges posed by the multifaceted and multidisciplinary nature of this research, coupled with the recent scarcity of data, computational simulation has emerged as a key tool for understanding opinion dynamics in social networks. This paper presents a Python library, DOCES, designed to simulate essential features of real-world social networks. The library includes the simulation of a social network algorithm, user prioritization, and the ability to model changes in friendships.

Country
Spain
Related Organizations
Keywords

Opinion polarization, QA76.75-76.765, Computer software, Echo chamber, Opinion dynamics, Social networks

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
Green
gold