Sentence examples for probabilistic topic from inspiring English sources

The application of probabilistic topic modelling for characterizing the shared topical landscape of publications on citizen science and forest monitoring confirmed that the method is useful as a scalable approach for a meta-analysis of large document collections in the chosen domain.

It's a field called probabilistic topic modeling.

LDA is a powerful probabilistic topic model.

Probabilistic topic models have been extensively used in information extraction to great effect.

The probabilistic topic models extract topics from documents or generate documents from topics.

In summary, this article encompasses the current research in multilingual probabilistic topic modeling.

Additional material may include probabilistic topics such as random walks applied to diffusion and genetic drift, and statistical tools such as the chi-square test, contingency tables, goodness-of-fit, and nonparametric tests.

In essence, the above procedure generates a representation of differential expression that is amenable to probabilistic modeling with topic models, and for topic model-based information retrieval tools.

Recent research, however, has built connections between linear algebraic and probabilistic methods for topic modeling (Arora et al. 2013), supporting the usefulness of linear algebraic methods as an efficient way to compute topic models.

For that reason, we calculated the distance between any two treatment condition based on the probabilistic distribution of topics over the treatment condition (P(T|D)) using the K-L divergence, and a total of 9,257,900 pairs were generated.

The study of random fixed points forms a central topic in probabilistic functional analysis.