2016 · 14 citations · 6 references
HumanitiesLiteratureDigital HumanitiesFictionLiterary TheoryCommunity DetectionCommunity StructureComputational Literary StudiesSocial Network AnalysisSocial Network MiningSocial NetworksCharacter NetworksNetworked LiteratureSocial Graph AnalysisText Networks
Inspired by the increasing availability of large text corpora online, digital humanities scholars are adopting computational approaches to explore questions in the field of literature from new perspectives. In this paper, we examine detailed social networks of characters, extracted from several works of 19th century fiction by Jane Austen and Charles Dickens. This allows us to apply methodologies from social network analysis, such as community detection, to explore the structure of these networks. By evaluating the results in collaboration with literary scholars, we find that the structure of the character networks can reveal underlying structural aspects within a novel, particularly in relation to plot and characterisation.
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Finding Statistically Significant Communities in Networks
Andrea Lancichinetti, Filippo Radicchi, José J. Ramasco et al. · PLoS ONE · 2011 · 1.2K citations · Full text
Significant themes in 19th-century literature
Matthew L. Jockers, David Mimno · Poetics · 2013 · 169 citations
Franco Moretti · New left review · 2011 · 169 citations · Full text
Character-based kernels for novelistic plot structure
Micha Elsner · 2012 · 56 citations
Humanities, Linguistics, Fiction +12