260 citations · 976 across the 18 of their papers we have counts for
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stat.ML2017★ 260 cited
A network approach to topic models
Martin Gerlach, Tiago P. Peixoto, Eduardo G. Altmann
One of the main computational and scientific challenges in the modern age is to extract useful information from unstructured texts. Topic models are one popular machine-learning ap…
cs.DL2017★ 54 cited
Using text analysis to quantify the similarity and evolution of scientific disciplines
Laercio Dias, Martin Gerlach, Joachim Scharloth +1
We use an information-theoretic measure of linguistic similarity to investigate the organization and evolution of scientific fields. An analysis of almost 20M papers from the past…