Bibliography – Topic Model (Introductions and Tutorials)

Selected DH research and resources bearing on, or utilized by, the WE1S project.
(all) Distant Reading | Cultural Analytics | | Sociocultural Approaches | Topic Modeling in DH | Non-consumptive Use


Pardo-Guerra, Juan Pablo. “Doing Things with Bags-of-Words.” Scatterplot (blog), 2020. https://scatter.wordpress.com/2020/02/19/doing-things-with-bags-of-words/. Cite
Bail, Christopher A. Topic Modeling, 2018. https://cbail.github.io/SICSS_Topic_Modeling.html. Cite
Soltoff, Benjamin. Text Analysis: Topic Modeling, 2016. https://cfss.uchicago.edu/fall2016/text02.html. Cite
Roland, Teddy. “Topic Modeling: What Humanists Actually Do With It.” A Guest Post by Teddy Roland, University of California, Berkeley \textbar Digital Humanities, 2014. http://digitalhumanities.berkeley.edu/blog/16/07/14/topic-modeling-what-humanists-actually-do-it-guest-post-teddy-roland-university. Cite
Mohr, John W., and Petko Bogdanov. “Introduction—Topic Models: What They Are and Why They Matter.” Poetics, Topic Models and the Cultural Sciences, 41, no. 6 (2013): 545–69. https://doi.org/10.1016/j.poetic.2013.10.001. Cite
Blei, David M. “Probabilistic Topic Models.” Communications of the ACM 55, no. 4 (2012): 77–84. https://doi.org/10.1145/2133806.2133826. Cite
Graham, Shawn, Scott Weingart, and Ian Milligan. “Getting Started with Topic Modeling and MALLET.” Programming Historian, 2012. https://programminghistorian.org/en/lessons/topic-modeling-and-mallet. Cite
Blei, David M. Topic Modeling and Digital Humanities, 2012. http://journalofdigitalhumanities.org/2-1/topic-modeling-and-digital-humanities-by-david-m-blei/. Cite
Underwood, Ted. “Topic Modeling Made Just Simple Enough.” The Stone and the Shell (blog), 2012. https://tedunderwood.com/2012/04/07/topic-modeling-made-just-simple-enough/. Cite
Underwood, Ted. “What Kinds of ‘Topics’ Does Topic Modeling Actually Produce?” The Stone and the Shell (blog), 2012. https://tedunderwood.com/2012/04/01/what-kinds-of-topics-does-topic-modeling-actually-produce/. Cite
Chen, Edwin. Introduction to Latent Dirichlet Allocation, 2011. http://blog.echen.me/2011/08/22/introduction-to-latent-dirichlet-allocation/. Cite