Computational and Text Analysis Methods

Level 4· openalex· T13910· 3,919 works indexed upstreamcanonical tree

This cluster of papers focuses on the application of computational text analysis methods, such as topic modeling, machine learning, and natural language processing, in social science research. It explores the use of these methods for quantitative analysis of textual data, automated content classification, and uncovering patterns and trends in large text corpora.

Works in this branch

by citations
Content Analysis: An Introduction to its Methodology.
Journal of the American Statistical Association·1984·2 authors
24,312citations
15,420citations
Análise de conteúdo
·1977·1 author
10,614citations
The Content Analysis Guidebook
Sage eBooks·2017·1 author·book
9,228citations
Basic Content Analysis
Sage eBooks·1990·1 author·book
7,746citations
Content Analysis for the Social Sciences and Humanities.
American Sociological Review·1970·2 authors
4,564citations
Computational Social Science
Science·2009·15 authors·Open access
3,359citations
Analyzing Linguistic Data
Cambridge University Press eBooks·2008·1 author·book
3,253citations
An overview of content analysis
ScholarWorks@UMassAmherst (University of Massachusetts Amherst)·2020·1 author·Open access
2,815citations
Content Analysis in Consumer Research
Journal of Consumer Research·1977·1 author
2,310citations
Textual Analysis in Accounting and Finance: A Survey
Journal of Accounting Research·2016·2 authors·Open access
2,279citations
L'analyse de contenu
Presses Universitaires de France eBooks·2013·book·Open access
2,076citations
Content Analysis: A Flexible Methodology
Library trends·2006·2 authors·Open access
2,021citations
Structural Topic Models for Open‐Ended Survey Responses
American Journal of Political Science·2014·8 authors
1,967citations
stm : An R Package for Structural Topic Models
Journal of Statistical Software·2019·3 authors·Open access
1,713citations
1,602citations
Content Analysis: Review of Methods and Their Applications in Nutrition Education
Journal of Nutrition Education and Behavior·2002·3 authors
1,573citations
Extracting Policy Positions from Political Texts Using Words as Data
American Political Science Review·2003·3 authors
1,377citations
quanteda: An R package for the quantitative analysis of textual data
The Journal of Open Source Software·2018·6 authors·Open access
1,342citations
IRAMUTEQ: Um software gratuito para análise de dados textuais
Temas em Psicologia·2013·2 authors·Open access
1,290citations
Text as Data
Journal of Economic Literature·2019·3 authors
1,260citations
Text Mining Infrastructure in R
Journal of Statistical Software·2008·3 authors·Open access
1,258citations
Comparing Twitter and Traditional Media Using Topic Models
Lecture notes in computer science·2011·7 authors·other
1,214citations
1,205citations
Krippendorff, Klaus, Content Analysis: An Introduction to its Methodology . Beverly Hills, CA: Sage, 1980.
Journal of International Crisis and Risk Communication Research·1980·1 author·other·Open access
1,201citations