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Table 5 Topic modeling applications

From: An intelligent literature review: adopting inductive approach to define machine learning applications in the clinical domain

Author details

Data type

Topic modeling used

Intended aim

Data size

DiMaggio et al. [13]

Newspapers

LDA

Identifying concepts in news coverage

8000

Grimmer [18]

Press release

Own implemented method

To develop a model

24,000

Koltsova and Koltcov [21]

Web posts

LDA

Explore the political agenda for live journal

1,300,000

Maier et al. [25]

Web documents

LDA

Explore the validity and reliability of the LDA model

186,557 web documents

Quinn et al. [38]

Legislative Speech

Own implemented method

To develop a statistical learning model

118,000 speeches (70,000,000 words)