Topic models can find useful exploratory patterns, but they’re unable to reliably capture context or nuance. They cannot assess how topics conceptually relate to one another; there is no magic number ...

For models that assign words to topics proportionally, we can look at the words that have the highest weights for each topic — that is, those that make up the greatest share of the topic.

Learn how to use a content topic model to find valuable insights, gain new topic ideas, and understand pain points for better SEO rankings.

There were, however, topics that the two groups distinctly focused on. Moreover, scholars and practitioners attached significant differences to the weights allocated to the prominent topics in their ...

Commentary Natural Language Processing and Survey Data: LDA and the Importance of Topic Modeling Looking to gain greater insights into surveys? This third part of a series on NLP and survey data ...