Academic Commons

Presentations (Communicative Events)

Extracting Social Networks from Literary Fiction

Elson, David K.; McKeown, Kathleen; Dames, Nicholas J.

We present a method for extracting social networks from literature, namely, nineteenth-century British novels and serials. We derive the networks from dialogue interactions, and thus our method depends on the ability to determine when two characters are in conversation. Our approach involves character name chunking, quoted speech attribution and conversation detection given the set of quotes. We extract features from the social networks and examine their correlation with one another, as well as with metadata such as the novel’s setting. Our results provide evidence that the majority of novels in this time period do not fit two characterizations provided by literacy scholars. Instead, our
results suggest an alternative explanation for differences in social networks.

Subjects

Files

  • thumnail for ACL2010-ElsonDamesMcKeown.pdf ACL2010-ElsonDamesMcKeown.pdf application/pdf 170 KB Download File

More About This Work

Academic Units
Computer Science
Published Here
April 29, 2013
Academic Commons provides global access to research and scholarship produced at Columbia University, Barnard College, Teachers College, Union Theological Seminary and Jewish Theological Seminary. Academic Commons is managed by the Columbia University Libraries.