Extraction and Analysis of Fictional Character Networks

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 of character networks, such as summarization, classification, or role detection. Character networks are particularly relevant when considering works of fiction (e.g., novels, plays, movies, TV series), as their exploitation allows developing information retrieval and recommendation systems. However, works of fiction possess specific properties that make these tasks harder. This survey aims at presenting and organizing the scientific literature related to the extraction of character networks from works of fiction, as well as their analysis. We first describe the extraction process in a generic way and explain how its constituting steps are implemented in practice, depending on the medium of the narrative, the goal of the network analysis, and other factors. We then review the descriptive tools used to characterize character networks, with a focus on the way they are interpreted in this context. We illustrate the relevance of character networks by also providing a review of applications derived from their analysis. Finally, we identify the limitations of the existing approaches and the most promising perspectives.

[1]  Derek Ruths,et al.  Annotating Characters in Literary Corpora: A Scheme, the CHARLES Tool, and an Annotated Novel , 2016, LREC.

[2]  Frank Harary,et al.  Graph Theory , 2016 .

[3]  Marieke van Erp,et al.  Evaluating named entity recognition tools for extracting social networks from novels , 2019, PeerJ Comput. Sci..

[4]  Sung-Hwan Kim,et al.  A structural analysis of literary fictions with social network framework , 2014, SAC.

[5]  Chris Dyer,et al.  Modeling Evolving Relationships Between Characters in Literary Novels , 2016, AAAI.

[6]  Martin Grandjean Network visualization: mapping Shakespeare's tragedies , 2015 .

[7]  Nello Cristianini,et al.  Network analysis of narrative content in large corpora , 2013, Natural Language Engineering.

[8]  Mohammad Hossein Moattar,et al.  A review on speaker diarization systems and approaches , 2012, Speech Commun..

[9]  Xavier Bost A storytelling machine? : Automatic video summarization: the case of TV series. (Une machine à raconter des histoires ? / Une machine à raconter des histoires ? : Résumé automatique de vidéos : le cas des séries TV) , 2016 .

[10]  Mei-Chen Yeh,et al.  Automatic Social Network Construction from Movies Using Film-Editing Cues , 2012, 2012 IEEE International Conference on Multimedia and Expo Workshops.

[11]  Sebastiano Vigna,et al.  Axioms for Centrality , 2013, Internet Math..

[12]  Satoshi Sekine,et al.  A survey of named entity recognition and classification , 2007 .

[13]  Changsheng Xu,et al.  Robust movie character identification and the sensitivity analysis , 2011, 2011 IEEE International Conference on Multimedia and Expo.

[14]  L. da F. Costa,et al.  Characterization of complex networks: A survey of measurements , 2005, cond-mat/0505185.

[15]  Martin Grandjean Comparing the relational structure of the Gospels. Network Analysis as a tool for biblical sciences , 2013 .

[16]  David Bordwell,et al.  Film Art: An Introduction , 1979 .

[17]  James R. Curran,et al.  A Sequence Labelling Approach to Quote Attribution , 2012, EMNLP.

[18]  Owen Rambow,et al.  SINNET: Social Interaction Network Extractor from Text , 2013, IJCNLP.

[19]  Derek Ruths,et al.  Mr. Bennet, his coachman, and the Archbishop walk into a bar but only one of them gets recognized: On The Difficulty of Detecting Characters in Literary Texts , 2015, EMNLP.

[20]  D А Skorinkin,et al.  Extracting Character Networks to Explore Literary Plot Dynamics , 2017 .

[21]  Michael Falk Making Connections: Network Analysis, the Bildungsroman and the World of The Absentee , 2016 .

[22]  Isabella Reger,et al.  Genre Classification on German Novels , 2015, 2015 26th International Workshop on Database and Expert Systems Applications (DEXA).

[23]  Nicolas Dugué,et al.  A community role approach to assess social capitalists visibility in the Twitter network , 2015, Social Network Analysis and Mining.

[24]  Anthony Bonato,et al.  Mining and Modeling Character Networks , 2016, WAW.

[25]  Changsheng Xu,et al.  Robust Face-Name Graph Matching for Movie Character Identification , 2012, IEEE Transactions on Multimedia.

[26]  GeunSik Jo,et al.  Social network analysis in a movie using character-net , 2012, Multimedia Tools and Applications.

[27]  Mats Malm,et al.  Character Profiling in 19th Century Fiction , 2011 .

[28]  François G. Meyer,et al.  Metrics for graph comparison: A practitioner’s guide , 2019, bioRxiv.

[29]  Andrew Beveridge,et al.  Network of Thrones , 2016 .

[30]  Stephen B. Seidman,et al.  Network structure and minimum degree , 1983 .

[31]  Brendan T. O'Connor,et al.  Learning Latent Personas of Film Characters , 2013, ACL.

[32]  Amelia Carolina Sparavigna,et al.  Extracting Networks of Characters and Places from Written Works with CHAPLIN , 2014, ArXiv.

[33]  Jinho D. Choi,et al.  Robust Coreference Resolution and Entity Linking on Dialogues: Character Identification on TV Show Transcripts , 2017, CoNLL.

[34]  Markus Krug,et al.  Overcoming Data Sparsity for Relation Detection in German Novels , 2017, DH.

[35]  Mathieu Jacomy,et al.  How to Tell Stories with Networks : Exploring the Narrative Affordances of Graphs with the Iliad , 2017 .

[36]  Angela Carter,et al.  Heroes and Villains , 1969 .

[37]  Jason J. Jung,et al.  Modeling affective character network for story analytics , 2018, Future Gener. Comput. Syst..

[38]  Diego R. Amancio,et al.  Network analysis of named entity interactions in written texts , 2015, ArXiv.

[39]  P. M. Gleiser How to become a superhero , 2007 .

[40]  Nathan Eagle,et al.  Persistence and periodicity in a dynamic proximity network , 2012, ArXiv.

[41]  F. Harary,et al.  STRUCTURAL BALANCE: A GENERALIZATION OF HEIDER'S THEORY1 , 1977 .

[42]  Duncan J. Watts,et al.  Collective dynamics of ‘small-world’ networks , 1998, Nature.

[43]  Sung-Hwan Kim,et al.  Structural Analysis on Social Network Constructed from Characters in Literature Texts , 2013, J. Comput..

[44]  Jean-Loup Guillaume,et al.  Fast unfolding of communities in large networks , 2008, 0803.0476.

[45]  José Camacho-Collados,et al.  From Word to Sense Embeddings: A Survey on Vector Representations of Meaning , 2018, J. Artif. Intell. Res..

[46]  Albert,et al.  Emergence of scaling in random networks , 1999, Science.

[47]  Aaron Clauset,et al.  Scale-free networks are rare , 2018, Nature Communications.

[48]  Rémi Ronfard,et al.  A survey of vision-based methods for action representation, segmentation and recognition , 2011, Comput. Vis. Image Underst..

[49]  Georges Linarès,et al.  Conversational Networks for Automatic Online Moderation , 2019, IEEE Transactions on Computational Social Systems.

[50]  Jacob Eisenstein,et al.  "You're Mr. Lebowski, I'm the Dude": Inducing Address Term Formality in Signed Social Networks , 2015, HLT-NAACL.

[51]  Junehwa Song,et al.  Narrative abstraction model for story-oriented video , 2004, MULTIMEDIA '04.

[52]  Tanaya Guha,et al.  Unsupervised Discovery of Character Dictionaries in Animation Movies , 2018, IEEE Transactions on Multimedia.

[53]  Boon-Lock Yeo,et al.  Extracting story units from long programs for video browsing and navigation , 1996, Proceedings of the Third IEEE International Conference on Multimedia Computing and Systems.

[54]  John B. Lowe,et al.  The Berkeley FrameNet Project , 1998, ACL.

[55]  Ana L. C. Bazzan,et al.  I will be there for you: clique, character centrality, and community detection in Friends , 2020, Computational and Applied Mathematics.

[56]  Georges Linarès,et al.  Extraction and Analysis of Dynamic Conversational Networks from TV Series , 2018, Social Network Based Big Data Analysis and Applications.

[57]  Mats Malm,et al.  Advanced Visual Analytics Methods for Literature Analysis , 2012, LaTeCH@EACL.

[58]  Juyong Park,et al.  Modeling narrative structure and dynamics with networks, sentiment analysis, and topic modeling , 2016, PloS one.

[59]  Ralph Kenna,et al.  Network analysis of the Viking Age in Ireland as portrayed in Cogadh Gaedhel re Gallaibh , 2017, Royal Society Open Science.

[60]  Manish Kumar,et al.  Recent Named Entity Recognition and Classification techniques: A systematic review , 2018, Comput. Sci. Rev..

[61]  Matteo Casu,et al.  Exploring the Betrothed Lovers , 2013, CMN.

[62]  R. Luce,et al.  A method of matrix analysis of group structure , 1949, Psychometrika.

[63]  Giuseppe Riva,et al.  Computational Psychometrics Meets Hollywood: The Complexity in Emotional Storytelling , 2016, Frontiers in Psychology.

[64]  Alex Bavelas,et al.  Communication Patterns in Task‐Oriented Groups , 1950 .

[65]  Charu C. Aggarwal,et al.  Evolutionary Network Analysis , 2014, ACM Comput. Surv..

[66]  B. Müller-Hill Heroes and villains , 1988, Nature.

[67]  Franco Moretti Network theory, plot analysis , 2011 .

[68]  Frédéric Kaplan,et al.  A Simple Set of Rules for Characters and Place Recognition in French Novels , 2017, Front. Digit. Humanit..

[69]  Alper Yilmaz,et al.  Inferring social relations from visual concepts , 2011, 2011 International Conference on Computer Vision.

[70]  Alessandro Antonucci,et al.  NOVEL2GRAPH: Visual Summaries of Narrative Text Enhanced by Machine Learning , 2019, Text2Story@ECIR.

[71]  L. Freeman Centrality in social networks conceptual clarification , 1978 .

[72]  Juan Carlos Niebles,et al.  Discriminative Hierarchical Modeling of Spatio-temporally Composable Human Activities , 2014, 2014 IEEE Conference on Computer Vision and Pattern Recognition.

[73]  John Lee,et al.  Extracting Networks of People and Places from Literary Texts , 2012, PACLIC.

[74]  Marcello Trovati,et al.  Towards an Automated Approach to Extract and Compare Fictional Networks: An Initial Evaluation , 2014, 2014 25th International Workshop on Database and Expert Systems Applications.

[75]  Dan Roth,et al.  Where Have I Heard This Story Before? Identifying Narrative Similarity in Movie Remakes , 2018, NAACL.

[76]  Georges Linarès,et al.  Remembering winter was coming , 2019, Multimedia Tools and Applications.

[77]  Eric T. Nalisnick,et al.  Extracting Sentiment Networks from Shakespeare's Plays , 2013, 2013 12th International Conference on Document Analysis and Recognition.

[78]  Sigifredo Laengle,et al.  Exploring the prominence of Romeo and Juliet's characters using weighted centrality measures , 2016, Digit. Scholarsh. Humanit..

[79]  P. Bonacich Power and Centrality: A Family of Measures , 1987, American Journal of Sociology.

[80]  Weisi Lin,et al.  Scene-Based Movie Summarization Via Role-Community Networks , 2013, IEEE Transactions on Circuits and Systems for Video Technology.

[81]  Amelia Carolina Sparavigna On Social Networks in Plays and Novels , 2013 .

[82]  Kevin R. Glass,et al.  A naïve, salience-based method for speaker identification in fiction books , 2007 .

[83]  S. Zawislak,et al.  A Graph-Based Analysis of Anton Chekhov’s Uncle Vanya , 2019, Journal of Humanistic Mathematics.

[84]  Georges Linarès,et al.  Remembering Winter Was Coming: Character-Oriented Video Summaries of TV Series. , 2020 .

[85]  Nuno J. Mamede,et al.  Character Identification in Children Stories , 2004, EsTAL.

[86]  Jason J. Jung,et al.  Character Network Embedding-based Plot Structure Discovery in Narrative Multimedia , 2019, WIMS2019.

[87]  M E J Newman Assortative mixing in networks. , 2002, Physical review letters.

[88]  Amelia Carolina Sparavigna,et al.  Graph Visualization Software for Networks of Characters in Plays , 2014 .

[89]  Jean-Christophe Burie,et al.  Speech balloon and speaker association for comics and manga understanding , 2015, 2015 13th International Conference on Document Analysis and Recognition (ICDAR).

[90]  Changsheng Xu,et al.  A Novel Role-Based Movie Scene Segmentation Method , 2009, PCM.

[91]  Daniel A. Keim,et al.  Fingerprint Matrices: Uncovering the dynamics of social networks in prose literature , 2013, Comput. Graph. Forum.

[92]  Georges Linarès,et al.  Audiovisual speaker diarization of TV series , 2015, 2015 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[93]  F. Harary “Cosi Fan Tutte”—A Structural Study , 1963 .

[94]  P. van Kranenburg,et al.  Casting a Spell: Identification and Ranking of Actors in Folktales , 2012 .

[95]  Toward Automatic Character Identification in Unannotated Narrative Text , 2014 .

[96]  Wei-Ta Chu,et al.  RoleNet: treat a movie as a small society , 2007, MIR '07.

[97]  Dimitrios Kydros,et al.  Homer's Iliad - A Social Network Analytic Approach , 2015, Int. J. Humanit. Arts Comput..

[98]  Charles Jochim,et al.  Know Who Your Friends Are: Understanding Social Connections from Unstructured Text , 2018, NAACL.

[99]  Jason J. Jung,et al.  Movie Summarization Using Characters Network Analysis , 2015, ICCCI.

[100]  Fischer Frank,et al.  Digital Network Analysis of Dramatic Texts , 2015 .

[101]  Graham Sack Character Networks for Narrative Generation , 2012, INT@AIIDE.

[102]  Markus Luczak-Rösch,et al.  Not-so-distant reading: A dynamic network approach to literature , 2018, it Inf. Technol..

[103]  Motoi Iwata,et al.  A survey of comics research in computer science , 2018, J. Imaging.

[104]  Ralph Kenna,et al.  Universal properties of mythological networks , 2012, ArXiv.

[105]  Mei-Chen Yeh,et al.  Clustering Faces in Movies Using an Automatically Constructed Social Network , 2014, IEEE MultiMedia.

[106]  M. Fisher,et al.  Proper and dark heroes as DADS and CADS , 2003, Human nature.

[107]  Bin Wu,et al.  StoryRoleNet: Social Network Construction of Role Relationship in Video , 2018, IEEE Access.

[108]  Pádraig Mac Carron,et al.  Viking sagas: Six degrees of Icelandic separation Social networks from the Viking era , 2013 .

[109]  Yannick Rochat,et al.  Visualising the Dynamics of Character Networks , 2016, DH.

[110]  Kathleen R. McKeown,et al.  Modeling Narrative Discourse , 2012 .

[111]  Byoung-Tak Zhang,et al.  Social network analysis of TV drama characters via deep concept hierarchies , 2015, 2015 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM).

[112]  Caroline Suen,et al.  Extraction and Analysis of Character Interaction Networks From Plays and Movies , 2013, DH.

[113]  Yannick Rochat,et al.  Character Networks and Centrality , 2014 .

[114]  Dilek Z. Hakkani-Tür,et al.  Role recognition for meeting participants: an approach based on lexical information and social network analysis , 2008, ACM Multimedia.

[115]  Susanta Chakraborty,et al.  Analysis of Adapted Films and Stories Based on Social Network , 2019, IEEE Transactions on Computational Social Systems.

[116]  Max M. Louwerse,et al.  Social Networks are Encoded in Language , 2012, CogSci.

[117]  Owen Rambow,et al.  Social Network Analysis of Alice in Wonderland , 2012, CLfL@NAACL-HLT.

[118]  Jai E. Jung,et al.  CoCharNet: Extracting Social Networks using Character Co-occurrence in Movies , 2015, J. Univers. Comput. Sci..

[119]  Susan Gauch,et al.  Analyzing Social Networks of XML Plays: Exploring Shakespeare's Genres , 2018, DH.

[120]  C.-C. Chen,et al.  Unsupervised cluster analyses of character networks in fiction: Community structure and centrality , 2019, Knowl. Based Syst..

[121]  Shaun Bangay,et al.  Hierarchical rule generalisation for speaker identification in fiction books , 2006 .

[122]  Lili Zhang,et al.  SRN: The Movie Character Relationship Analysis via Social Network , 2018, MMM.

[123]  Dragan Gasevic,et al.  Automated Semantic Tagging of Textual Content , 2014, IT Professional.

[124]  R. Guimerà,et al.  Functional cartography of complex metabolic networks , 2005, Nature.

[125]  John Lee,et al.  Identifying Speakers and Listeners of Quoted Speech in Literary Works , 2017, IJCNLP.

[126]  Denilson Barbosa,et al.  Extracting Family Relationship Networks from Novels , 2014, ArXiv.

[127]  Kathleen McKeown,et al.  Extracting Social Networks from Literary Fiction , 2010, ACL.

[128]  Juyong Park,et al.  Network Science and Narratives: Basic Model and Application to Victor Hugo's Les Misérables , 2016, CompleNet.

[129]  Yeon-Mu Choi,et al.  A directed network of Greek and Roman mythology , 2005 .

[130]  Amirsina Torfi,et al.  Automatic Detection of Small Groups of Persons, Influential Members, Relations and Hierarchy in Written Conversations Using Fuzzy Logic , 2016, ArXiv.

[131]  Owen Rambow,et al.  Automatic Detection and Classification of Social Events , 2010, EMNLP.

[132]  M E J Newman,et al.  Community structure in social and biological networks , 2001, Proceedings of the National Academy of Sciences of the United States of America.

[133]  Semi Min,et al.  Narrative as a Complex Network: A Study of Victor Hugo's Les Misérables , 2016 .

[134]  Tom M. Mitchell,et al.  Inferring Interpersonal Relations in Narrative Summaries , 2016, AAAI.

[135]  Chloe Edmondson,et al.  An Enlightenment Utopia: The Network of Sociability in Corinne , 2017, Digital Humanities Quarterly.

[136]  Li-Wei Kang,et al.  Learning-based movie summarization via role-community analysis and feature fusion , 2015, 2015 IEEE 17th International Workshop on Multimedia Signal Processing (MMSP).

[137]  Thierry Bazillon,et al.  Speaker diarization of heterogeneous web video files: A preliminary study , 2011, 2011 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[138]  Mirella Lapata,et al.  Movie Script Summarization as Graph-based Scene Extraction , 2015, NAACL.

[139]  Alessandro Vinciarelli,et al.  Semantic Segmentation of Radio Programs using Social Network Analysis and Duration Distribution Modeling , 2007, 2007 IEEE International Conference on Multimedia and Expo.

[140]  Su-Cheng Haw,et al.  Automatic Identification of Protagonist in Fairy Tales Using Verb , 2012, PAKDD.

[141]  Justin Tonra,et al.  A Networks-Science investigation into the EPIC Poems of Ossian , 2016, Adv. Complex Syst..

[142]  Juyong Park,et al.  Modeling narrative structure and dynamics with networks, sentiment analysis, and topic modeling , 2019, PloS one.

[143]  Yannick Estève,et al.  End-To-End Named Entity And Semantic Concept Extraction From Speech , 2018, 2018 IEEE Spoken Language Technology Workshop (SLT).

[144]  Matej Klemen,et al.  Predicting kills in Game of Thrones using network properties , 2019, ArXiv.

[145]  Snigdha Chaturvedi,et al.  Feuding Families and Former Friends: Unsupervised Learning for Dynamic Fictional Relationships , 2016, NAACL.

[146]  Yu-Hsin Chen,et al.  Character Identification on Multiparty Conversation: Identifying Mentions of Characters in TV Shows , 2016, SIGDIAL Conference.

[147]  Nikhil Bansal,et al.  Correlation Clustering , 2002, The 43rd Annual IEEE Symposium on Foundations of Computer Science, 2002. Proceedings..

[148]  Jason J. Jung,et al.  Affective Character Network for Understanding Plots of Narrative Contents , 2016, AfCAI.

[149]  M E J Newman,et al.  Finding and evaluating community structure in networks. , 2003, Physical review. E, Statistical, nonlinear, and soft matter physics.

[150]  Changsheng Xu,et al.  Character Identification in Feature-Length Films Using Global Face-Name Matching , 2009, IEEE Transactions on Multimedia.

[151]  Amandeep Kaur,et al.  Face detection techniques: a review , 2018, Artificial Intelligence Review.

[152]  Graham Alexander Sack,et al.  Character Networks for Narrative Generation: Structural Balance Theory and the Emergence of Proto-Narratives , 2013, CMN.

[153]  Constantine Kotropoulos,et al.  Speaker Diarization Exploiting the Eigengap Criterion and Cluster Ensembles , 2010, IEEE Transactions on Audio, Speech, and Language Processing.

[154]  Frank Fischer,et al.  Theatre Plays as 'Small Worlds'? Network Data on the History and Typology of German Drama, 1730-1930 , 2016, DH.

[155]  Denilson Barbosa,et al.  Identification of Speakers in Novels , 2013, ACL.

[156]  Maarten Marx,et al.  Named Entity Recognition and Resolution for Literary Studies , 2014, CLIN 2014.

[157]  Dianbo Liu,et al.  Balance of thrones: a network study on 'Game of Thrones' , 2017, ArXiv.

[158]  Character network analysis of Émile Zola’s Les Rougon-Macquart , 2015 .

[159]  Gregory Gelly,et al.  Improving Speaker Diarization of TV Series using Talking-Face Detection and Clustering , 2016, ACM Multimedia.

[160]  Fischer Frank,et al.  Le drame comme réseau de relations. Une application de l’analyse automatisée pour l’histoire littéraire du théâtre , 2017 .

[161]  Markus Krug,et al.  Comparison of Methods for the Identification of Main Characters in German Novels , 2016, DH.

[162]  Ana L. C. Bazzan,et al.  I will be there for you: six friends in a clique , 2018, ArXiv.

[163]  Marilyn Bohl,et al.  Information processing , 1971 .

[164]  Nello Cristianini,et al.  Automated Analysis of Narrative Content for Digital Humanities , 2013 .

[165]  Paul Mutton,et al.  Inferring and visualizing social networks on Internet relay chat , 2004, Proceedings. Eighth International Conference on Information Visualisation, 2004. IV 2004..

[166]  Les réseaux de personnages de science-fiction : échantillons de lectures intermédiaires , 2016 .

[167]  Rongrong Ji,et al.  Mining actor correlations with hierarchical concurrence parsing , 2010, 2010 IEEE International Conference on Acoustics, Speech and Signal Processing.

[168]  Georges Linarès,et al.  Constrained speaker diarization of TV series based on visual patterns , 2014, 2014 IEEE Spoken Language Technology Workshop (SLT).

[169]  Jeffrey Pennington,et al.  GloVe: Global Vectors for Word Representation , 2014, EMNLP.

[170]  Alper Yilmaz,et al.  Learning Relations among Movie Characters: A Social Network Perspective , 2010, ECCV.

[171]  Ralph Kenna,et al.  Maths Meets Myths: Quantitative Approaches to Ancient Narratives , 2017 .

[172]  Kathleen McKeown,et al.  Automatic Attribution of Quoted Speech in Literary Narrative , 2010, AAAI.

[173]  G. Bossaert,et al.  "We Are Only as Strong as We Are United, as Weak as We Are Divided" a Dynamic Analysis of the Peer Support Networks in the Harry Potter Books * , 2013 .

[174]  Ioannis A. Kakadiaris,et al.  A Review of Human Activity Recognition Methods , 2015, Front. Robot. AI.

[175]  Jean-Christophe Burie,et al.  Detecting Recurring Deformable Objects: An Approximate Graph Matching Method for Detecting Characters in Comics Books , 2013, GREC.

[176]  Micha Elsner,et al.  Character-based kernels for novelistic plot structure , 2012, EACL.

[177]  P. Bonacich Factoring and weighting approaches to status scores and clique identification , 1972 .

[178]  Frédéric Kaplan,et al.  Analyse de réseaux sur les personnages des Confessions de Jean-Jacques Rousseau , 2013 .

[179]  Richard Sproat,et al.  Identifying speakers in children's stories for speech synthesis , 2003, INTERSPEECH.

[180]  J. Miro-Julia,et al.  Marvel Universe looks almost like a real social network , 2002 .

[181]  Andrew Zisserman,et al.  Taking the bite out of automated naming of characters in TV video , 2009, Image Vis. Comput..

[182]  Apoorv Agarwal Social Network Extraction from Texts: A Thesis Proposal , 2011, ACL.

[183]  Derek Greene,et al.  The Sense and Sensibility of Different Sliding Windows in Constructing Co-occurrence Networks from Literature , 2016, International Workshop on Computational History and Data-Driven Humanities.

[184]  Leonard M. Freeman,et al.  A set of measures of centrality based upon betweenness , 1977 .

[185]  Owen Rambow,et al.  Frame Semantic Tree Kernels for Social Network Extraction from Text , 2014, EACL.

[187]  GeunSik Jo,et al.  Character-Net: Character Network Analysis from Video , 2009, 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology.

[188]  F. Harary,et al.  Structural Study of “A Severed Head” , 1966, Psychological Reports.

[189]  Motoi Iwata,et al.  Facial Landmark Detection for Manga Images , 2018, ArXiv.

[190]  Markus Krug,et al.  Rule-based Coreference Resolution in German Historic Novels , 2015, CLfL@NAACL-HLT.

[191]  Jean-Christophe Burie,et al.  Specific Comic Character Detection Using Local Feature Matching , 2013, 2013 12th International Conference on Document Analysis and Recognition.

[192]  Philippe Ercolessi Extraction multimodale de la structure narrative des épisodes de séries télévisées , 2013 .

[193]  Jesse Matz,et al.  The One vs. the Many: Minor Characters and the Space of the Protagonist in the Novel , 2005 .

[194]  Mark E. J. Newman,et al.  The Structure and Function of Complex Networks , 2003, SIAM Rev..

[195]  Jason J. Jung,et al.  A Novel Method for Extracting Dynamic Character Network from Movie , 2016, BDTA.

[196]  Rongrong Ji,et al.  VisualCor system: search actor correlations in TV series , 2009, ICIMCS '09.

[197]  Sung-Hwan Kim,et al.  Characteristic Analysis of Social Network Constructed from Literary Fiction , 2013, 2013 International Conference on Cyberworlds.

[198]  Susanta Chakraborty,et al.  Extracting Social Network and Character Categorization From Bengali Literature , 2018, IEEE Transactions on Computational Social Systems.

[199]  Matjaz Perc,et al.  Applying network theory to fables: complexity in Slovene belles-lettres for different age groups , 2018, J. Complex Networks.

[200]  Tarana Tasmin Bipasha,et al.  Extracting Social Network from Literary Prose , 2019 .

[201]  Thi Hai Binh Nguyen,et al.  Story-Based Multimedia Analysis Using Social Network Technique , 2017, ICCSAMA.

[202]  M. Algee-Hewitt Distributed Character: Quantitative Models of the English Stage, 1550–1900 , 2018 .

[203]  Frank Fischer,et al.  Network Dynamics, Plot Analysis: Approaching the Progressive Structuration of Literary Texts , 2017, DH.

[204]  Matthew Roughan,et al.  The one comparing narrative social network extraction techniques , 2018, ArXiv.

[205]  Sung-Hwan Kim,et al.  Complex System Analysis of Social Networks Extracted from Literary Fictions , 2013 .

[206]  M. Nijila,et al.  Extraction of Relationship Between Characters in Narrative Summaries , 2018, 2018 International Conference on Emerging Trends and Innovations In Engineering And Technological Research (ICETIETR).

[207]  Denilson Barbosa,et al.  The Actor-Topic Model for Extracting Social Networks in Literary Narrative , 2010 .

[208]  Jeffrey A. Rydberg-Cox Social Networks and the Language of Greek Tragedy , 2011 .

[209]  Wei-Ta Chu,et al.  RoleNet: Movie Analysis from the Perspective of Social Networks , 2009, IEEE Transactions on Multimedia.

[210]  Murilo S. Baptista,et al.  Analysis of communities in a mythological social network , 2013, ArXiv.

[211]  Jason J. Jung,et al.  Emotion-based character clustering for managing story-based contents: a cinemetric analysis , 2012, Multimedia Tools and Applications.

[212]  Ying Li,et al.  Content-based movie analysis and indexing based on audiovisual cues , 2004, IEEE Transactions on Circuits and Systems for Video Technology.

[213]  Anastasios Anastasiadis,et al.  Social network analysis in literature. The case of The Great Eastern by A. Embirikos , 2015 .

[214]  Jon Kleinberg,et al.  Authoritative sources in a hyperlinked environment , 1999, SODA '98.

[215]  Donald E. Knuth,et al.  The Stanford GraphBase - a platform for combinatorial computing , 1993 .

[216]  Erik Cambria,et al.  Anaphora and Coreference Resolution: A Review , 2018, Inf. Fusion.

[217]  Amelia Carolina Sparavigna,et al.  Analysis of a Play by Means of CHAPLIN, the Characters and Places Interaction Network Software , 2015, ArXiv.

[218]  P. Doreian Reflections on Studying Signed Networks , 2017 .

[219]  Robert D. Kleinberg,et al.  Continuous-time model of structural balance , 2010, Proceedings of the National Academy of Sciences.

[220]  Jason J. Jung,et al.  Integrating character networks for extracting narratives from multimodal data , 2019, Inf. Process. Manag..

[221]  R. Kenna,et al.  Maths Meets Myths: Network Investigations of Ancient Narratives , 2015, 1511.08513.

[222]  Hugues Bersini,et al.  Topology Analysis of Social Networks Extracted from Literature , 2015, PloS one.

[223]  S. Plank Shall I compare thee to a , 1998, BMJ.

[224]  Gosse Bouma,et al.  48th Annual Meeting of the Association for Computational Linguistics , 2010, ACL 2010.

[225]  Ephrance Abu Ujum,et al.  Social network analysis of character interaction in the Stargate and Star Trek television series , 2017 .

[226]  Vincent Labatut,et al.  \'Etude de l'omnipr\'esence des propri\'et\'es petit- monde et sans-\'echelle , 2014, 1502.06493.

[227]  Wei-Ta Chu,et al.  Manga FaceNet: Face Detection in Manga based on Deep Neural Network , 2017, ICMR.

[228]  F. Heider Attitudes and cognitive organization. , 1946, The Journal of psychology.

[229]  Ralph Kenna,et al.  A quantitative approach to comparative mythology , 2013 .

[230]  Ralph Kenna,et al.  Network analysis of the Íslendinga sögur – the Sagas of Icelanders , 2013, ArXiv.

[231]  Susan Gauch,et al.  Theatrical Genre Prediction using Social Network Metrics. , 2018 .

[232]  R. Kenna,et al.  A Networks Approach to Mythological Epics , 2017 .

[233]  Snigdha Chaturvedi,et al.  Unsupervised Learning of Evolving Relationships Between Literary Characters , 2017, AAAI.

[234]  Owen Rambow,et al.  Validating Literary Theories Using Automatic Social Network Extraction , 2015, CLfL@NAACL-HLT.

[235]  Jian Pei,et al.  A Survey on Network Embedding , 2017, IEEE Transactions on Knowledge and Data Engineering.

[236]  Caroline Sporleder,et al.  Structure-based Clustering of Novels , 2014, CLfL@EACL.

[237]  Mauricio Aparecido Ribeiro,et al.  The complex social network from The Lord of The Rings , 2015, ArXiv.

[238]  Matthew Hudson,et al.  WEAK LINKS AND SCENE CLIQUES WITHIN THE SMALL WORLD OF SHAKESPEARE , 2005 .

[239]  Quang Dieu Tran,et al.  Movie indexing and summarization using social network techniques , 2018, Vietnam Journal of Computer Science.

[240]  Yannick Versley,et al.  Anaphora Resolution: Algorithms, Resources, and Applications , 2016 .

[241]  Caroline Sporleder,et al.  Clustering of Novels Represented as Social Networks , 2015, LILT.

[242]  Wen-Huang Cheng,et al.  Dynamic social network for narrative video analysis , 2011, MM '11.

[243]  Santo Fortunato,et al.  Community detection in graphs , 2009, ArXiv.

[244]  Christos Makris,et al.  Community Detection of Screenplay Characters , 2016, AIAI.

[245]  Sanja Fidler,et al.  MovieGraphs: Towards Understanding Human-Centric Situations from Videos , 2017, 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition.

[246]  Pin Lv,et al.  Visualize classic play’s composing patterns: a weighted motif mining framework , 2018, Multimedia Tools and Applications.

[247]  Anna Kazantseva,et al.  Summarizing Short Stories , 2010, CL.

[248]  Jin Min Kim,et al.  Cyclic topology in complex networks. , 2005, Physical review. E, Statistical, nonlinear, and soft matter physics.

[250]  Jason J. Jung,et al.  Character-based indexing and browsing with movie ontology , 2017, J. Intell. Fuzzy Syst..

[251]  Apoorv Agarwal,et al.  Parsing Screenplays for Extracting Social Networks from Movies , 2014, CLfL@EACL.

[252]  Ilona Pikkanen The metrics and poetics of historical drama , 2019, Orbis Litterarum.

[253]  Martin Stommel,et al.  Segmentation-Free Detection of Comic Panels , 2012, ICCVG.

[254]  Hocine Cherifi,et al.  Multilayer Network Model of Movie Script , 2018, COMPLEX NETWORKS.

[255]  Jai E. Jung,et al.  Exploiting character networks for movie summarization , 2017, Multimedia Tools and Applications.

[256]  Snigdha Chaturvedi,et al.  Structured Approaches for Exploring Interpersonal Relationships in Natural Language Text , 2016 .

[257]  Thomas S. Huang,et al.  Constructing table-of-content for videos , 1999, Multimedia Systems.

[258]  Tomoyuki Nishita,et al.  FACE DETECTION AND FACE RECOGNITION OF CARTOON CHARACTERS USING FEATURE EXTRACTION , 2012 .

[259]  Osame Kinouchi,et al.  Character Networks and Book Genre Classification , 2017, International Journal of Modern Physics C.

[260]  M. Newman,et al.  Mixing patterns in networks. , 2002, Physical review. E, Statistical, nonlinear, and soft matter physics.

[261]  Owen Rambow,et al.  Automatic Extraction of Social Networks from Literary Text: A Case Study on Alice in Wonderland , 2013, IJCNLP.

[262]  Eric T. Nalisnick,et al.  Character-to-Character Sentiment Analysis in Shakespeare's Plays , 2013, ACL.

[263]  Antal van den Bosch,et al.  A Link to the Past: Constructing Historical Social Networks , 2011, WASSA@ACL.

[264]  Hocine Cherifi,et al.  Movienet: a movie multilayer network model using visual and textual semantic cues , 2019, Appl. Netw. Sci..

[265]  Ana L. C. Bazzan,et al.  Temporal Network Analysis of Literary Texts , 2016, Adv. Complex Syst..

[266]  Kwang-Hyun Shim,et al.  An Improved Method of Character Network Analysis for Literary Criticism: A Case Study of , 2017 .

[267]  James Stiller,et al.  The small world of shakespeare’s plays , 2003, Human nature.

[268]  Georges Linarès,et al.  Narrative smoothing: Dynamic conversational network for the analysis of TV series plots , 2016, 2016 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM).

[269]  Ronald Poppe,et al.  A survey on vision-based human action recognition , 2010, Image Vis. Comput..

[270]  Ruth Mace,et al.  Cooperation and the evolution of hunter-gatherer storytelling , 2017, Nature Communications.

[271]  Russian vs. English drama in the context of network theory , 2009 .

[272]  Wei-Ta Chu,et al.  Movie Analysis Based on Roles' Social Network , 2007, 2007 IEEE International Conference on Multimedia and Expo.