| Titre : | Pro-Eating Disorders and Pro-Recovery Communities on Reddit: Text and Network Comparative Analyses | | Type de document : | projet fin études | | Auteurs : | Yousra Fettach, Auteur | | Langues : | Français (fre) | | Catégories : | BIG DATA
| | Mots-clés : | Eating Disorders, Social Network Analysis, Opinion Mining, Content
Analysis
ACM Reference Format:
Yousra Fettach and Lamia Benhiba. 2019. Pro-Eating Disorders and Pro-
Recovery Communities on Reddit: Text and Network Comparative Analyses.
In The 21st International Conference on Information Integration andWeb-based
Applications Services (iiWAS2019), December 2–4, 2019, Munich, Germany.
ACM, NewYork,NY, USA, 10 pages. https://doi.org/10.1145/3366030.3366058 | | Index. décimale : | mast 259/19 | | Résumé : | ABSTRACT
Online eating disorders communities play a major role in facilitating
the communication among users suffering from these illnesses.
Most studies have taken interest in the content of these
communities, without acknowledging the relationship between the
content and the structure of their networks of communication. We
present a multi-faceted study where we analyze the content and the
network of the pro-eating disorders (pro-ED) community and the
pro-recovery community on Reddit by applying an approach that
combines topic modeling, social network analysis and sentiment
analysis for a better comprehension of these communities on both
content and network levels. Through a comparative analysis, we
define the main topics both communities address based on their
users’ content, then we describe the communication patterns of
these communities, which leads us to analyze the sentiments of the
users with the most connections to other users in addition to the
ones that are common between both communities.
CCS CONCEPTS
• Human-centered computing→Social network analysis; • Computing
methodologies → Natural language processing; • Networks→
Social media networks.
|
Pro-Eating Disorders and Pro-Recovery Communities on Reddit: Text and Network Comparative Analyses [projet fin études] / Yousra Fettach, Auteur . - [s.d.]. Langues : Français ( fre) | Catégories : | BIG DATA
| | Mots-clés : | Eating Disorders, Social Network Analysis, Opinion Mining, Content
Analysis
ACM Reference Format:
Yousra Fettach and Lamia Benhiba. 2019. Pro-Eating Disorders and Pro-
Recovery Communities on Reddit: Text and Network Comparative Analyses.
In The 21st International Conference on Information Integration andWeb-based
Applications Services (iiWAS2019), December 2–4, 2019, Munich, Germany.
ACM, NewYork,NY, USA, 10 pages. https://doi.org/10.1145/3366030.3366058 | | Index. décimale : | mast 259/19 | | Résumé : | ABSTRACT
Online eating disorders communities play a major role in facilitating
the communication among users suffering from these illnesses.
Most studies have taken interest in the content of these
communities, without acknowledging the relationship between the
content and the structure of their networks of communication. We
present a multi-faceted study where we analyze the content and the
network of the pro-eating disorders (pro-ED) community and the
pro-recovery community on Reddit by applying an approach that
combines topic modeling, social network analysis and sentiment
analysis for a better comprehension of these communities on both
content and network levels. Through a comparative analysis, we
define the main topics both communities address based on their
users’ content, then we describe the communication patterns of
these communities, which leads us to analyze the sentiments of the
users with the most connections to other users in addition to the
ones that are common between both communities.
CCS CONCEPTS
• Human-centered computing→Social network analysis; • Computing
methodologies → Natural language processing; • Networks→
Social media networks.
|
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