Introductions and Tutorials on Topic Modeling
Introductory readings
- David M. Blei,
- Ted Underwood,
- Matthew L. Jockers, "The LDA Buffet is Now Open; or, Latent Dirichlet Allocation for English Majors" (2011)
- Andrew Goldstone and Ted Underwood, "The Quiet Transformations of Literary Studies: What Thirteen Thousand Scholars Could Tell Us" [PDF] (2014) (preprint version)
- John Mohr and Petko Bogdanov, "Topic Models: What They Are and Why They Matter [PDF]," (2013) [paywalled; UCSB students have free access through UCSB Library Proxy server] | [open-access manuscript version]
- Lisa M. Rhody,"Topic Modeling and Figurative Language" (2012)
- Benjamin M. Schmidt, "Words Alone: Dismantling Topic Models in the Humanities" (2012)
Tutorials and How-to Guides
- The Programming Historian, "Getting Started with Topic Modeling and MALLET"
- "Tutorial" plan for workshop by Alan Liu and Lindsay Thomas.