Abstract
The studying of opinion dynamics and its propagation within social networks is crucial for addressing a wide range of challenges, including political polarization, public health, and marketing strategies. In this work, we study the problem of opinion dynamics by proposing a framework based on Friedkin-Johnsen (FJ) to identifies influential users and study their impact on dynamics opinions of community. The FJ model assume each individual have two opinions: initial and expressed. Through a series of initial opinion manipulation experiments, the proposed framework assesses the impact of influential versus random users on the overall community opinion. The proposed framework is validated using a tweet dataset representing the U.S. presidential election. The results shows that influencers with highest influencing score, significantly shift the overall community opinion. Moreover, the results shows that the impact of influencers not limited to direct neighbors, but beyond it, to their neighbors of neighbors. This study demonstrates how digital influencers on social media can shape public opinion regarding a subject or cause.
| Original language | English |
|---|---|
| Title of host publication | Persuasive Technology - 20th International Conference, PERSUASIVE 2025, Proceedings |
| Editors | Khin Than Win, Raian Ali, Evangelos Karapanos, George A. Papadopoulos, Kiemute Oyibo, Elena Vlahu-Gjorgievska |
| Publisher | Springer Science and Business Media Deutschland GmbH |
| Pages | 117-127 |
| Number of pages | 11 |
| ISBN (Print) | 9783031949586 |
| DOIs | |
| Publication status | Published - 1 Jan 2025 |
| Event | 20th International Conference on Persuasive Technology, PERSUASIVE 2025 - Limassol, Cyprus Duration: 5 May 2025 → 7 May 2025 |
Publication series
| Name | Lecture Notes in Computer Science |
|---|---|
| Volume | 15711 LNCS |
| ISSN (Print) | 0302-9743 |
| ISSN (Electronic) | 1611-3349 |
Conference
| Conference | 20th International Conference on Persuasive Technology, PERSUASIVE 2025 |
|---|---|
| Country/Territory | Cyprus |
| City | Limassol |
| Period | 5/05/25 → 7/05/25 |
UN SDGs
This output contributes to the following UN Sustainable Development Goals (SDGs)
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SDG 3 Good Health and Well-being
Keywords
- Friedkin-Johnsen Model
- Influencers
- Opinion Dynamics
- Persuasion
- Sentiment Analysis
- Social Networks
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