A Comparative Analysis of Nuclear Energy Issue Frames in Press Releases and News Articles : A Topic Modeling Approach

2017 ◽  
Vol 17 (3) ◽  
pp. 172-229
Author(s):  
Taejun Lee ◽  
Seungbae Lee ◽  
Changdong Oh
Keyword(s):  
Comparative Analysis ◽  
Topic Modeling ◽  
Nuclear Energy ◽  
Press Releases ◽  
Modeling Approach ◽  
Energy Issue ◽  
Issue Frames

A comparative analysis of crime fiction and crime nonfiction using topic modeling

2018 ◽  
Vol 22 (3) ◽  
pp. 109-134
Author(s):  
JIHYO KIM ◽  
Eon-Suk Ko
Keyword(s):  
Comparative Analysis ◽  
Topic Modeling ◽  
Crime Fiction

scholarly journals Modeling Human Factors Topics in Aviation Reports

2019 ◽  
Vol 63 (1) ◽  
pp. 126-130
Author(s):  
Beth Lyall-Wilson ◽  
Nicolas Kim ◽  
Elizabeth Hohman
Keyword(s):  
Human Factors ◽  
Topic Modeling ◽  
Domain Knowledge ◽  
Aviation Safety ◽  
Subject Matter Experts ◽  
Text Data ◽  
Modeling Approach ◽  
Modeling Process ◽  
Manual Review ◽  
Initial Extraction

This paper describes the development and new application of a text modeling process for identifying human factors topics, such as fatigue, workload, and distraction in aviation safety reports. Current approaches to identifying human factors topic representations in text data rely on manual review from subject matter experts. The implementation of a semi-supervised text modeling method overcomes the need for lengthy manual review through an initial extraction of pre-defined human factors topics, freeing time for focus on analyzing the information. This modeling approach allows analysts to use keywords to define topics of interest up front and influence the convergence of the model toward a result that reflects them, which provides an advantage over classic topic modeling approaches where domain knowledge is not integrated into the generation of derived topics. This paper includes a description of the modeling approach and rationale, data used, evaluation methods, challenges, and suggestions for future applications.

scholarly journals What Does Personality Mean in the Context of Mental Health? A Topic Modeling Approach Based on Abstracts Published in Pubmed Over the Last 5 Years

2020 ◽  
Vol 10 ◽  
Author(s):  
Raffaele Sperandeo ◽  
Giovanni Messina ◽  
Daniela Iennaco ◽  
Francesco Sessa ◽  
Vincenzo Russo ◽  
...  
Keyword(s):  
Mental Health ◽  
Topic Modeling ◽  
Modeling Approach
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