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  • 标题:The Love Equation: Computational Modeling of Romantic Relationships in French Classical Drama
  • 本地全文:下载
  • 作者:Folgert Karsdorp ; Mike Kestemont ; Christof Sch{\"o}ch
  • 期刊名称:OASIcs : OpenAccess Series in Informatics
  • 电子版ISSN:2190-6807
  • 出版年度:2015
  • 卷号:45
  • 页码:98-107
  • DOI:10.4230/OASIcs.CMN.2015.98
  • 出版社:Schloss Dagstuhl -- Leibniz-Zentrum fuer Informatik
  • 摘要:We report on building a computational model of romantic relationships in a corpus of historical literary texts. We frame this task as a ranking problem in which, for a given character, we try to assign the highest rank to the character with whom (s)he is most likely to be romantically involved. As data we use a publicly available corpus of French 17th and 18th century plays (http://www.theatre-classique.fr/) which is well suited for this type of analysis because of the rich markup it provides (e.g. indications of characters speaking). We focus on distributional, so-called second-order features, which capture how speakers are contextually embedded in the texts. At a mean reciprocal rate (MRR) of 0.9 and MRR@1 of 0.81, our results are encouraging, suggesting that this approach might be successfully extended to other forms of social interactions in literature, such as antagonism or social power relations.
  • 关键词:French drama; social relations; neural network; representation learning
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