# Wallach 2009: Evaluation methods for topic models

> Hanna M. Wallach, Iain Murray, Ruslan Salakhutdinov et al., 2009. 1 records on Mysteries Department cite it. The inductive-methods survey lists it among…

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[Sources](https://mysteriesdept.com/sources)[Voynich Manuscript](https://mysteriesdept.com/mysteries/voynich-manuscript)Wallach 2009

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# Evaluation methods for topic models

Hanna M. Wallach, Iain Murray, Ruslan Salakhutdinov et al., 2009. _Proceedings of the 26th Annual International Conference on Machine Learning_.

Shows that common estimators of how well a topic model predicts held-out documents are inaccurate, and offers two alternatives that are accurate and efficient.

**Voynich Manuscript** Articledoi: **[10.1145/1553374.1553515](https://doi.org/10.1145/1553374.1553515)** Checked against the original0

## What it's used for here

The inductive-methods survey lists it among the topic-modelling references.

## Cited by on this site 1 record

[1 methods surveys]

Inductive methods

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## Cite it

```
Wallach, H. M., Murray, I., Salakhutdinov, R., & Mimno, D. (2009). Evaluation methods for topic models. Proceedings of the 26th Annual International Conference on Machine Learning. https://doi.org/10.1145/1553374.1553515
```

[Find it at doi.org](https://doi.org/10.1145/1553374.1553515)

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