Work

Adapting computational text analysis to social science (and vice versa)

Year: 2015
Type: article
Abstract: Social scientists and computer scientist are divided by small differences in perspective and not by any significant disciplinary divide. In the field of text analysis, several such differences are noted: social scientists often use unsupervised models to explore corpora, whereas many computer scientists employ supervised models to train data; social scientists hold to more conventional causal notions than do most computer scientists, and often favor intense exploitation of existing algorithms, whereas computer scientists focus more on developing new models; and computer scientists tend to trust human judgment more than social scientists do. These differences have implications that potentially can improve the practice of social science.
Language: English
Open Access status: gold
Estimated APC paid: $2,000
OpenAlex ID: W2409811014
FWCI: 44.57
Cites: 41
Cited by: 228
Related to: 10