Build, Compute, Critique, Repeat: Data Analysis with Latent Variable Models

David M. Blei, 2014. Annual Review of Statistics and Its Application.

A review of latent variable models organized around a repeated cycle: specify a model, fit it with methods such as mean-field variational inference, check where it fails, and revise.

Voynich ManuscriptArticledoi: 10.1146/annurev-statistics-022513-115657Checked against the original0

What it's used for here

The inquiry-framework report cites it, with Box 1976, for the build-fit-criticize-revise loop that the project's controls already follow.

Cited by on this site 1 record

1 methods surveys

Frameworks of inquiry

SRC

Cite it

Blei, D. M. (2014). Build, Compute, Critique, Repeat: Data Analysis with Latent Variable Models. Annual Review of Statistics and Its Application. https://doi.org/10.1146/annurev-statistics-022513-115657

@article{blei2014build,
  author = {Blei, David M.},
  title = {Build, Compute, Critique, Repeat: Data Analysis with Latent Variable Models},
  journal = {Annual Review of Statistics and Its Application},
  year = {2014},
  doi = {10.1146/annurev-statistics-022513-115657},
  url = {https://doi.org/10.1146/annurev-statistics-022513-115657}
}

TY  - JOUR
TI  - Build, Compute, Critique, Repeat: Data Analysis with Latent Variable Models
AU  - Blei, David M.
PY  - 2014
JO  - Annual Review of Statistics and Its Application
DO  - 10.1146/annurev-statistics-022513-115657
UR  - https://doi.org/10.1146/annurev-statistics-022513-115657
ER  -

Blei, David M.. “Build, Compute, Critique, Repeat: Data Analysis with Latent Variable Models.” Annual Review of Statistics and Its Application (2014). https://doi.org/10.1146/annurev-statistics-022513-115657.