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Network science and data analytics are used to quantify static and dynamic structures in George R.R. Martin's epic novels, A Song of Ice and Fire, works noted for their scale and complexity. By tracking the network of character interactions…

Digital humanities is an important subject because it enables developments in history, literature, and films. In this paper, we perform an empirical study of a Chinese historical text, Records of the Three Kingdoms (\textit{Records}), and a…

Social and Information Networks · Computer Science 2020-08-26 Chenhan Zhang

In this paper, we analyze the character networks extracted from three popular television series and explore the relationship between a TV show episode's character network metrics and its review from IMDB. Character networks are graphs…

Social and Information Networks · Computer Science 2024-02-13 Melody Yu

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

TV dramas constitute an important part of the entertainment industry, with popular shows attracting millions of viewers and resulting in significant revenues. Finding a way to explore formally the social dynamics underpinning these show has…

Social and Information Networks · Computer Science 2018-12-27 Dianbo Liu , Luca Albergante

Sociolinguistic theories have highlighted how narratives are often retold, co-constructed and reconceptualized in collaborative settings. This working paper focuses on the re-interpretation of characters, an integral part of the narrative…

Computers and Society · Computer Science 2024-09-18 Bianca N. Y. Kang

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

For over a decade, complex networks have been applied to mythological texts in order to quantitatively compare them. This has allowed us to identify similarities between texts in different cultures, as well as to quantify the significance…

Physics and Society · Physics 2024-12-09 P. MacCarron

Books are a rich source of both fine-grained information, how a character, an object or a scene looks like, as well as high-level semantics, what someone is thinking, feeling and how these states evolve through a story. This paper aims to…

Computer Vision and Pattern Recognition · Computer Science 2015-06-23 Yukun Zhu , Ryan Kiros , Richard Zemel , Ruslan Salakhutdinov , Raquel Urtasun , Antonio Torralba , Sanja Fidler

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

Discovering content and stories in movies is one of the most important concepts in multimedia content research studies. Network models have proven to be an efficient choice for this purpose. When an audience watches a movie, they usually…

Machine Learning · Computer Science 2019-10-22 Youssef Mourchid , Benjamin Renoust , Olivier Roupin , Le Van , Hocine Cherifi , Mohammed El Hassouni

The development of a fictional plot is centered around characters who closely interact with each other forming dynamic social networks. In literature analysis, such networks have mostly been analyzed without particular relation types or…

Computation and Language · Computer Science 2019-04-02 Evgeny Kim , Roman Klinger

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

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

We investigate social networks of characters found in cultural works such as novels and films. These character networks exhibit many of the properties of complex networks such as skewed degree distribution and community structure, but may…

Social and Information Networks · Computer Science 2016-10-03 Anthony Bonato , David Ryan D'Angelo , Ethan R. Elenberg , David F. Gleich , Yangyang Hou

Vast amount of multimedia data contains massive and multifarious social information which is used to construct large-scale social networks. In a complex social network, a character should be ideally denoted by one and only one vertex.…

Social and Information Networks · Computer Science 2018-06-26 Jun Long , Lei Zhu , Zhan Yang , Chengyuan Zhang , Xinpan Yuan

The use of community detection algorithms is explored within the framework of cover song identification, i.e. the automatic detection of different audio renditions of the same underlying musical piece. Until now, this task has been posed as…

Information Retrieval · Computer Science 2012-04-17 Joan Serrà , Massimiliano Zanin , Perfecto Herrera , Xavier Serra

Network models have been increasingly used in the past years to support summarization and analysis of narratives, such as famous TV series, books and news. Inspired by social network analysis, most of these models focus on the characters at…

Social and Information Networks · Computer Science 2018-12-17 Youssef Mourchid , Benjamin Renoust , Hocine Cherifi , Mohammed El Hassouni

Today's popular TV series tend to develop continuous, complex plots spanning several seasons, but are often viewed in controlled and discontinuous conditions. Consequently, most viewers need to be re-immersed in the story before watching a…

We formally introduce a improvisational wordplay game called Connections to explore reasoning capabilities of AI agents. Playing Connections combines skills in knowledge retrieval, summarization and awareness of cognitive states of other…

Artificial Intelligence · Computer Science 2026-04-02 Gaurav Rajesh Parikh , Angikar Ghosal
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