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Studying characters plays a vital role in computationally representing and interpreting narratives. Unlike previous work, which has focused on inferring character roles, we focus on the problem of modeling their relationships. Rather than…

Computation and Language · Computer Science 2015-12-01 Snigdha Chaturvedi , Shashank Srivastava , Hal Daume , Chris Dyer

Recently, it has been proposed to analyse the literary works, plays or novels, using graphs to display the social network of their interacting characters. In this approach, the timeline of the literary work is lost, because the storyline is…

Computers and Society · Computer Science 2015-08-06 Amelia Carolina Sparavigna

In our paper we would like to make a cross-disciplinary leap and use the tools of network theory to understand and explore narrative structure in literary fiction, an approach that is still underestimated. However, the systems in fiction…

Social and Information Networks · Computer Science 2016-08-23 Andrzej Jarynowski , Stephanie Boland

When reading a literary piece, readers often make inferences about various characters' roles, personalities, relationships, intents, actions, etc. While humans can readily draw upon their past experiences to build such a character-centric…

Computation and Language · Computer Science 2021-09-14 Faeze Brahman , Meng Huang , Oyvind Tafjord , Chao Zhao , Mrinmaya Sachan , Snigdha Chaturvedi

This study offers several models of social network analysis to examine the organization of central power agents, missi dominici, during the Early Middle Ages. Enriched by statistical analysis, different research hypotheses based on the…

Physics and Society · Physics 2019-07-25 Andrey Grunin

From the earliest days of computing, there have been tools to help shape narrative. Spell-checking, word counts, and readability analysis, give today's novelists tools that Dickens, Austen, and Shakespeare could only have dreamt of.…

Human-Computer Interaction · Computer Science 2013-08-20 Joseph Reddington , Fionn Murtagh , Douglas Cowie

Human communication is often executed in the form of a narrative, an account of connected events composed of characters, actions, and settings. A coherent narrative structure is therefore a requisite for a well-formulated narrative -- be it…

Computation and Language · Computer Science 2020-03-02 Semi Min , Juyong Park

One compelling use of citation networks is to characterize papers by their relationships to the surrounding literature. We propose a method to characterize papers by embedding them into two distinct "co-factor" spaces: one describing how…

Methodology · Statistics 2025-10-07 Alex Hayes , Karl Rohe

Distant reading methodologies make use of computational processes to aid in the analysis of large text corpora which might not be pliable to traditional methods of scholarly analysis due to their volume. While these methods have been…

Human-Computer Interaction · Computer Science 2020-09-08 Andrew McNutt , Agatha Kim , Sergio Elahi , Kazutaka Takahashi

While much research on the hard problem of in-depth story understanding by computer was performed starting in the 1970s, interest shifted in the 1990s to information extraction and word sense disambiguation. Now that a degree of success has…

Artificial Intelligence · Computer Science 2007-05-23 Erik T. Mueller

The task of extracting and analyzing character networks from works of fiction, such as novels and movies, has been the object of a number of recent publications. However, only a very few of them focus on graphic novels, and even fewer on…

Social and Information Networks · Computer Science 2023-06-01 Vincent Labatut

The Witcher, a fantasy novel series by Andrzej Sapkowski, has inspired multiple computer games and was even launched on Netflix in 2019, with the latest season airing in December 2021. Fictional storylines such as The Witcher, can be well…

Physics and Society · Physics 2022-02-02 Milan Janosov

Reader reviews of literary fiction on social media, especially those in persistent, dedicated forums, create and are in turn driven by underlying narrative frameworks. In their comments about a novel, readers generally include only a subset…

Modern popular TV series often develop complex storylines spanning several seasons, but are usually watched in quite a discontinuous way. As a result, the viewer generally needs a comprehensive summary of the previous season plot before the…

Social and Information Networks · Computer Science 2020-01-31 Xavier Bost , Vincent Labatut , Serigne Gueye , Georges Linarès

Bibliographic analysis considers author's research areas, the citation network and paper content among other things. In this paper, we combine these three in a topic model that produces a bibliographic model of authors, topics and documents…

Digital Libraries · Computer Science 2016-09-23 Kar Wai Lim , Wray Buntine

Tracking characters and locations throughout a story can help improve the understanding of its plot structure. Prior research has analyzed characters and locations from text independently without grounding characters to their locations in…

Computation and Language · Computer Science 2023-05-30 Sandeep Soni , Amanpreet Sihra , Elizabeth F. Evans , Matthew Wilkens , David Bamman

Networks have become the de facto diagram of the Big Data age (try searching Google Images for [big data AND visualisation] and see). The concept of networks has become central to many fields of human inquiry and is said to revolutionise…

Social and Information Networks · Computer Science 2018-06-22 Liliana Bounegru , Tommaso Venturini , Jonathan Gray , Mathieu Jacomy

A character network is a graph extracted from a narrative, in which vertices represent characters and edges correspond to interactions between them. A number of narrative-related problems can be addressed automatically through the analysis…

Social and Information Networks · Computer Science 2022-06-22 Vincent Labatut , Xavier Bost

This study presents a hybrid topic modelling framework for computational literary analysis that integrates Latent Dirichlet Allocation (LDA) with sparse Partial Least Squares Discriminant Analysis (sPLS-DA) to model thematic structure and…

Computation and Language · Computer Science 2026-03-23 Angelo Maria Sabatini

Identifying and characterizing the dynamics of modern tv series subplots is an open problem. One way is to study the underlying social network of interactions between the characters. Standard dynamic network extraction methods rely on…

Multimedia · Computer Science 2018-05-23 Xavier Bost , Vincent Labatut , Serigne Gueye , Georges Linarès
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