Three gaps in computational text analysis methods for social sciences: A research agenda
We identify three gaps that limit the utility and obstruct the progress of computational text
analysis methods (CTAM) for social science research. First, we contend that CTAM …
analysis methods (CTAM) for social science research. First, we contend that CTAM …
Taking stock of the toolkit: An overview of relevant automated content analysis approaches and techniques for digital journalism scholars
JW Boumans, D Trilling - Rethinking Research Methods in an Age …, 2018 - taylorfrancis.com
When analyzing digital journalism content, journalism scholars are confronted with a
number of substantial differences compared to traditional journalistic content. The sheer …
number of substantial differences compared to traditional journalistic content. The sheer …
Quantitative analysis of large amounts of journalistic texts using topic modelling
C Jacobi, W Van Atteveldt… - … Research Methods in an …, 2018 - taylorfrancis.com
The huge collections of news content which have become available through digital
technologies both enable and warrant scientific inquiry, challenging journalism scholars to …
technologies both enable and warrant scientific inquiry, challenging journalism scholars to …
Behavioral effects of framing on social media users: How conflict, economic, human interest, and morality frames drive news sharing
S Valenzuela, M Piña, J Ramírez - Journal of communication, 2017 - academic.oup.com
We hypothesize that generic frames influence what news people share on Facebook and
Twitter through three different routes: emotions, motivations, and psychological engagement …
Twitter through three different routes: emotions, motivations, and psychological engagement …
From newsworthiness to shareworthiness: How to predict news sharing based on article characteristics
D Trilling, P Tolochko… - Journalism & mass …, 2017 - journals.sagepub.com
People increasingly visit online news sites not directly, but by following links on social
network sites. Drawing on news value theory and integrating theories about online identities …
network sites. Drawing on news value theory and integrating theories about online identities …
More than bags of words: Sentiment analysis with word embeddings
E Rudkowsky, M Haselmayer, M Wastian… - Communication …, 2018 - Taylor & Francis
Moving beyond the dominant bag-of-words approach to sentiment analysis we introduce an
alternative procedure based on distributed word embeddings. The strength of word …
alternative procedure based on distributed word embeddings. The strength of word …
Comparing disaster news on Twitter and television: An intermedia agenda setting perspective
Intermedia agenda setting predicts a high degree of convergence between news media
agendas. However, the rise of social media forces a re-examination of this expectation …
agendas. However, the rise of social media forces a re-examination of this expectation …
Computational identification of media frames: Strengths, weaknesses, and opportunities
T Nicholls, PD Culpepper - Political Communication, 2021 - Taylor & Francis
With the availability of large volumes of electronic communications data and the increasing
sophistication of computational techniques, the development of automated approaches for …
sophistication of computational techniques, the development of automated approaches for …
Capturing a news frame–comparing machine-learning approaches to frame analysis with different degrees of supervision
The empirical identification of frames drawing on automated text analysis has been
discussed intensely with regard to the validity of measurements. Adding to an evolving …
discussed intensely with regard to the validity of measurements. Adding to an evolving …
In validations we trust? The impact of imperfect human annotations as a gold standard on the quality of validation of automated content analysis
Political communication has become one of the central arenas of innovation in the
application of automated analysis approaches to ever-growing quantities of digitized texts …
application of automated analysis approaches to ever-growing quantities of digitized texts …