Semantic Component Analysis: Introducing Multi-Topic Distributions to Clustering-Based Topic Modeling

Florian Eichin, Carolin M. Schuster, Georg Groh +1

Topic modeling is a key method in text analysis, but existing approaches fail to efficiently scale to large datasets or are limited by assuming one topic per document. Overcoming t…