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Characterizing User Archetypes and Discussions on Scored.co

arXiv 2407.21753 ↗First posted 31 Jul 2024cs.SI cs.AI cs.CLcited by 0

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Abstract (arXiv)

In recent years, the proliferation of social platforms has drastically transformed the way individuals interact, organize, and share information. In this scenario, we experience an unprecedented increase in the scale and complexity of interactions and, at the same time, little to no research about some fringe social platforms. In this paper, we present a multi-dimensional framework for characterizing nodes and hyperedges in social hypernetworks, with a focus on the understudied alt-right platform Scored.co. Our approach integrates the possibility of studying higher-order interactions, thanks to the hypernetwork representation, and various node features such as user activity, sentiment, and toxicity, with the aim to define distinct user archetypes and understand their roles within the network. Utilizing a comprehensive dataset from Scored.co, we analyze the dynamics of these archetypes over time and explore their interactions and influence within the community. The framework's versatility allows for detailed analysis of both individual user behaviors and broader social structures. Our findings highlight the importance of higher-order interactions in understanding social dynamics, offering new insights into the roles and behaviors that emerge in complex online environments.

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 15 of its 46 references that are in the map. First posted on arXiv 31 Jul 2024.

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References · 15

  1. 2019Multi-scale Attributed Node Embeddingcited by 543
  2. 2013Crowdsourcing a Word-Emotion Association Lexiconcited by 193
  3. 2020Networks beyond pairwise interactions: structure and dynamicscited by 127
  4. 2020The why, how, and when of representations for complex systemscited by 23
  5. 2019Hypernetwork Science via High-Order Hypergraph Walkscited by 20
  6. 2021Network Representation Learning: From Preprocessing, Feature Extraction to Node Embeddingcited by 19
  7. 2024"I'm in the Bluesky Tonight": Insights from a Year Worth of Social Datacited by 11
  8. 2015Fundamental structures of dynamic social networkscited by 6
  9. 2024Bluesky: Network Topology, Polarization, and Algorithmic Curationcited by 6
  10. 2024The Great Ban: Efficacy and Unintended Consequences of a Massive Deplatforming Operation on Redditcited by 4
  11. 2022"I Can't Keep It Up." A Dataset from the Defunct Voat.co News Aggregatorcited by 3
  12. 2023Attributed Stream Hypergraphs: temporal modeling of node-attributed high-order interactionscited by 3
3 more
  1. 2024iDRAMA-Scored-2024: A Dataset of the Scored Social Media Platform from 2020 to 2023cited by 3
  2. 2024The Koo Dataset: An Indian Microblogging Platform With Global Ambitionscited by 2
  3. 2024Redefining Event Types and Group Evolution in Temporal Datacited by 1

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