The world-wide emerging e-society generates new ways to communicate among people with different cultures and backgrounds. Communication systems as forums, blogs, and comments are widely used being easily accessible to end users. Studying and interpreting user generated data/text available on the Internet is a complex and time consuming duty for any human analyst. This study proposes an interdisciplinary approach to modeling the flaming phenomenon (hot, aggressive discussions) in on-line Italian forums. The model is based on the analysis of psycho/cognitive/linguistic interaction modalities among participants to web communities and on state-of-the art machine learning techniques and natural language processing technology. This research gives the opportunity to better understand and model the dynamics of web forums, including the language involved, the interaction between users, the relation between topic and users, language intensity and differences in behavior by age and gender.

Pazienza, M.t., Tudorache, A.g. (2011). Interdisciplinary Contributions to Flame Modeling. In AI*IA 2011: ARTIFICIAL INTELLIGENCE AROUND MAN AND BEYOND (pp.213-224). Springer Berlin / Heidelberg [10.1007/978-3-642-23954-0_21].

Interdisciplinary Contributions to Flame Modeling

PAZIENZA, MARIA TERESA;
2011-01-01

Abstract

The world-wide emerging e-society generates new ways to communicate among people with different cultures and backgrounds. Communication systems as forums, blogs, and comments are widely used being easily accessible to end users. Studying and interpreting user generated data/text available on the Internet is a complex and time consuming duty for any human analyst. This study proposes an interdisciplinary approach to modeling the flaming phenomenon (hot, aggressive discussions) in on-line Italian forums. The model is based on the analysis of psycho/cognitive/linguistic interaction modalities among participants to web communities and on state-of-the art machine learning techniques and natural language processing technology. This research gives the opportunity to better understand and model the dynamics of web forums, including the language involved, the interaction between users, the relation between topic and users, language intensity and differences in behavior by age and gender.
AI*IA 2011: Artificial Intelligence Around Man and Beyond
Palermo, Italy
2011
12
Italian Association for Artificial Intelligence
Rilevanza internazionale
contributo
2011
Settore ING-INF/05 - SISTEMI DI ELABORAZIONE DELLE INFORMAZIONI
English
flaming, flame wars, web forums, flames identification, opinion mining, natural language processing, machine learning
Intervento a convegno
Pazienza, M.t., Tudorache, A.g. (2011). Interdisciplinary Contributions to Flame Modeling. In AI*IA 2011: ARTIFICIAL INTELLIGENCE AROUND MAN AND BEYOND (pp.213-224). Springer Berlin / Heidelberg [10.1007/978-3-642-23954-0_21].
Pazienza, Mt; Tudorache, Ag
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2108/67588
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