publication . Other literature type . Article . Preprint . Conference object . 2016

Topic Modeling Genre: An Exploration Of French Classical And Enlightenment Drama

Schöch, Christof;
Open Access
  • Published: 25 Mar 2016
  • Publisher: Zenodo
Abstract
<strong>This version of the article is outdated. Please consider a more recent version here: https://zenodo.org/record/166356.</strong> The concept of literary genre is a highly complex one: not only are different genres frequently defined on several, but not necessarily the same levels of description, but consideration of genres as cognitive, social, or scholarly constructs with a rich history further complicate the matter. This contribution focuses on thematic aspects of genre with a quantitative approach, namely Topic Modeling. Topic Modeling has proven to be useful to discover thematic patterns and trends in large collections of texts, with a view to class o...
Subjects
free text keywords: Topic Modeling, French Literature, Digital Humanities, French Drama, Classical Theater, Computer Science - Computation and Language, J.5, Topic Modeling, French Literature, Digital Humanities, French Drama, Classical Theater, Drama, 1630-1780, Drama, 1630-1780
Communities
Social Science and Humanities
DARIAH EU
Digital Humanities and Cultural Heritage
Download fromView all 6 versions
ZENODO
Article . 2016
Provider: ZENODO
Zenodo
Conference object . 2015
Provider: Datacite
Zenodo
Other literature type . 2015
Provider: Datacite
Zenodo
Article . 2016
Provider: Datacite
41 references, page 1 of 3

Blei 2012 Blei, David M. 2012. “Probabilistic Topic Models”. In: Communication of the ACM, 55.4, 77-84.

Blei and McAuliffe 2008 Blei, David M., Jon D. McAuliffe. 2008. “Supervised Topic Models”. In: Neural Information Processing Systems20: 121-128. http://papers.nips.cc/paper/3328-supervised-topic-models.pdf .

Blei et al. 2003 Blei, David M., Andrew Y. Ng, and Michael I. Jordan. 2003. “Latent Dirichlet Allocation”. In: Journal of Machine Learning Research3, 993-1022.

Blei et al. 2004 Blei, David M., Tom Griffiths, Michael I. Jordan, and Joshua B. Tenenbaum. 2004. “Hierarchical Topic Models and the Nested Chinese Restaurant Process”. In: Advances in Neural Information Processing Systems 16: Proceedings of the 2003 Conference, ed. Sebastian Thrun, Lawrence K. Saul, and Bernhard Schölkopf. Boston, MA: MIT Press.

Blevins 2010 Blevins, Cameron. 2010. “Topic Modeling Martha Ballard's Diary”. In: Historying, http://historying.org /2010/04/01/topic-modeling-martha-ballards-diary/ .

Buntine and Mishra 2014 Buntine, Wray L. and Swapnil Mishra, 2014. “Experiments with Non-parametric Topic Models”. In: Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. (KDD '14), New York: ACM, pp. 881-890. http://doi.acm.org/10.1145/2623330.2623691 . [OpenAIRE]

Burnard 2014 Burnard, Lou. 2014. What Is the Text Encoding Initiative? How to Add Intelligent Markup to Digital Resources. Encyclopédie Numérique. Marseille: OpenEdition Press. http://books.openedition.org/oep/426 .

Chang et al. 2009 Chang, Jonathan, Jordan L. Boyd-Graber, Sean Gerrish, Chong Wang, and David M. Blei. 2009. “Reading Tea Leaves: How Humans Interpret Topic Models”. In: NIPS'09, 288-96.

Du et al. 2006 Du, Lan, W.L. Buntine, and Huidong Jin. 2010. “Sequential Latent Dirichlet Allocation: Discover Underlying Topic Structures within a Document”. In: IEEE 10th International Conference on Data Mining (ICDM), 148-57, doi:10.1109/ICDM.2010.51 .

Eder et al. 2016 Eder, Maciej, Mike Kestemont, and Jan Rybicki. 2016. “Stylometry with R: A Package for Computational Text Analysis”. In: The R Journal, 16.1, 1-15. https://journal.r-project.org/archive/accepted/ederrybicki-kestemont.pdf .

Fievre 2007-2015 Fièvre, Paul, ed. 2007-2015. Theatre classique. http://www.theatre-classique.fr .

Firth 1957 Firth, Louis. 1957. A Synopsis of Linguistic Theory. Oxford: Blackwell.

Graham et al. 2012 Graham, Shawn, Scott Weingart, and Ian Milligan. 2012. “Getting Started with Topic Modeling and MALLET”. In: The Programming Historian. http://programminghistorian.org/lessons/topic-modeling-and-mallet .

Hempfer 1973 Hempfer, Klaus W. 1973. Gattungstheorie. Information und Synthese.Munich: Fink.

Hempfer 2014 Hempfer, Klaus W. 2014. “Some Aspects of a Theory of Genre”. In: Linguistics and Literary Studies. Interfaces, Encounters, Transfers, ed. by Monika Fludernik and Daniel Jacobs. Berlin: de Gruyter, 405-422.

41 references, page 1 of 3
Abstract
<strong>This version of the article is outdated. Please consider a more recent version here: https://zenodo.org/record/166356.</strong> The concept of literary genre is a highly complex one: not only are different genres frequently defined on several, but not necessarily the same levels of description, but consideration of genres as cognitive, social, or scholarly constructs with a rich history further complicate the matter. This contribution focuses on thematic aspects of genre with a quantitative approach, namely Topic Modeling. Topic Modeling has proven to be useful to discover thematic patterns and trends in large collections of texts, with a view to class o...
Subjects
free text keywords: Topic Modeling, French Literature, Digital Humanities, French Drama, Classical Theater, Computer Science - Computation and Language, J.5, Topic Modeling, French Literature, Digital Humanities, French Drama, Classical Theater, Drama, 1630-1780, Drama, 1630-1780
Communities
Social Science and Humanities
DARIAH EU
Digital Humanities and Cultural Heritage
Download fromView all 6 versions
ZENODO
Article . 2016
Provider: ZENODO
Zenodo
Conference object . 2015
Provider: Datacite
Zenodo
Other literature type . 2015
Provider: Datacite
Zenodo
Article . 2016
Provider: Datacite
41 references, page 1 of 3

Blei 2012 Blei, David M. 2012. “Probabilistic Topic Models”. In: Communication of the ACM, 55.4, 77-84.

Blei and McAuliffe 2008 Blei, David M., Jon D. McAuliffe. 2008. “Supervised Topic Models”. In: Neural Information Processing Systems20: 121-128. http://papers.nips.cc/paper/3328-supervised-topic-models.pdf .

Blei et al. 2003 Blei, David M., Andrew Y. Ng, and Michael I. Jordan. 2003. “Latent Dirichlet Allocation”. In: Journal of Machine Learning Research3, 993-1022.

Blei et al. 2004 Blei, David M., Tom Griffiths, Michael I. Jordan, and Joshua B. Tenenbaum. 2004. “Hierarchical Topic Models and the Nested Chinese Restaurant Process”. In: Advances in Neural Information Processing Systems 16: Proceedings of the 2003 Conference, ed. Sebastian Thrun, Lawrence K. Saul, and Bernhard Schölkopf. Boston, MA: MIT Press.

Blevins 2010 Blevins, Cameron. 2010. “Topic Modeling Martha Ballard's Diary”. In: Historying, http://historying.org /2010/04/01/topic-modeling-martha-ballards-diary/ .

Buntine and Mishra 2014 Buntine, Wray L. and Swapnil Mishra, 2014. “Experiments with Non-parametric Topic Models”. In: Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. (KDD '14), New York: ACM, pp. 881-890. http://doi.acm.org/10.1145/2623330.2623691 . [OpenAIRE]

Burnard 2014 Burnard, Lou. 2014. What Is the Text Encoding Initiative? How to Add Intelligent Markup to Digital Resources. Encyclopédie Numérique. Marseille: OpenEdition Press. http://books.openedition.org/oep/426 .

Chang et al. 2009 Chang, Jonathan, Jordan L. Boyd-Graber, Sean Gerrish, Chong Wang, and David M. Blei. 2009. “Reading Tea Leaves: How Humans Interpret Topic Models”. In: NIPS'09, 288-96.

Du et al. 2006 Du, Lan, W.L. Buntine, and Huidong Jin. 2010. “Sequential Latent Dirichlet Allocation: Discover Underlying Topic Structures within a Document”. In: IEEE 10th International Conference on Data Mining (ICDM), 148-57, doi:10.1109/ICDM.2010.51 .

Eder et al. 2016 Eder, Maciej, Mike Kestemont, and Jan Rybicki. 2016. “Stylometry with R: A Package for Computational Text Analysis”. In: The R Journal, 16.1, 1-15. https://journal.r-project.org/archive/accepted/ederrybicki-kestemont.pdf .

Fievre 2007-2015 Fièvre, Paul, ed. 2007-2015. Theatre classique. http://www.theatre-classique.fr .

Firth 1957 Firth, Louis. 1957. A Synopsis of Linguistic Theory. Oxford: Blackwell.

Graham et al. 2012 Graham, Shawn, Scott Weingart, and Ian Milligan. 2012. “Getting Started with Topic Modeling and MALLET”. In: The Programming Historian. http://programminghistorian.org/lessons/topic-modeling-and-mallet .

Hempfer 1973 Hempfer, Klaus W. 1973. Gattungstheorie. Information und Synthese.Munich: Fink.

Hempfer 2014 Hempfer, Klaus W. 2014. “Some Aspects of a Theory of Genre”. In: Linguistics and Literary Studies. Interfaces, Encounters, Transfers, ed. by Monika Fludernik and Daniel Jacobs. Berlin: de Gruyter, 405-422.

41 references, page 1 of 3
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