A correlated topic model of Science

David M. Blei, John D. Lafferty, 2007. The Annals of Applied Statistics.

Extends latent Dirichlet allocation so that topics can occur together in correlated ways, replacing the Dirichlet with a logistic normal distribution, and demonstrates the model on articles from the journal Science.

Voynich ManuscriptArticledoi: 10.1214/07-aoas114Checked against the original0

What it's used for here

Listed among the topic-model references in the inductive-methods survey.

Cited by on this site 1 record

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Inductive methods

SRC

Cite it

Blei, D. M., & Lafferty, J. D. (2007). A correlated topic model of Science. The Annals of Applied Statistics. https://doi.org/10.1214/07-aoas114

@article{blei2007correlated,
  author = {Blei, David M. and Lafferty, John D.},
  title = {A correlated topic model of Science},
  journal = {The Annals of Applied Statistics},
  year = {2007},
  doi = {10.1214/07-aoas114},
  url = {https://doi.org/10.1214/07-aoas114}
}

TY  - JOUR
TI  - A correlated topic model of Science
AU  - Blei, David M.
AU  - Lafferty, John D.
PY  - 2007
JO  - The Annals of Applied Statistics
DO  - 10.1214/07-aoas114
UR  - https://doi.org/10.1214/07-aoas114
ER  -

Blei, David M. and John D. Lafferty. “A correlated topic model of Science.” The Annals of Applied Statistics (2007). https://doi.org/10.1214/07-aoas114.