Citation map · Study

SZodixStudyAcademic Library

Shelves Open access

Study · an open academic library·Metadata from OpenAlex (CC0)·Shelves·OpenAlex metadata, de-duplicated

Navigating the Local Modes of Big Data: The Case of Topic Models

13 references·16 citing·35 second hop

FromToDepth

this work references cited by second hop

References

1984Content Analysis: An Introduction to its Methodology.24,312 cited
1989A New Approach to the Economic Analysis of Nonstationary Time Series and the Business Cycle9,681 cited
1992Fundamentals of item response theory3,414 cited
2009Computational Social Science3,359 cited
2013Text as Data: The Promise and Pitfalls of Automatic Content Analysis Methods for Political Texts3,290 cited
1987Latent Class Analysis2,081 cited
2014Structural Topic Models for Open‐Ended Survey Responses1,967 cited
2014Challenges of Big Data analysis1,482 cited
2009A Method of Automated Nonparametric Content Analysis for Social Science762 cited
2009How to Analyze Political Attention with Minimal Assumptions and Costs670 cited
2009A Bayesian Hierarchical Topic Model for Political Texts: Measuring Expressed Agendas in Senate Press Releases552 cited
2014Latent dirichlet allocation280 cited
2014Scaling Politically Meaningful Dimensions Using Texts and Votes143 cited

Cited by

2020Exploring the impact of big data analytics capabilities on business model innovation: The mediating role of entrepreneurial orientation659 cited
2021Climate change in news media across the globe: An automated analysis of issue attention and themes in climate change coverage in 10 countries (2006–2018)

Only edges whose both ends are imported exist here. Widen the year window, or show the whole map. Back to the work

277 cited

2018Topic modeling in marketing: recent advances and research opportunities132 cited

2018Analyzing big data in social media: Text and network analyses of an eating disorder forum116 cited

2020Computational Identification of Media Frames: Strengths, Weaknesses, and Opportunities86 cited

2021How has Science Education changed over the last 100 years? An analysis using natural language processing82 cited

2020Topic Modeling Uncovers Shifts in Media Framing of the German Renewable Energy Act73 cited

2021Topics, Concepts, and Measurement: A Crowdsourced Procedure for Validating Topics as Measures65 cited

2016Exploration and exploitation of Victorian science in Darwin’s reading notebooks58 cited

2018How to Make Causal Inferences Using Texts53 cited

2015TopicCheck: Interactive Alignment for Assessing Topic Model Stability49 cited

2021Cross-Domain Topic Classification for Political Texts48 cited

2018Toward understanding 17th century English culture: A structural topic model of Francis Bacon's ideas48 cited

2021Social Media Communication about HPV Vaccine in China: A Study Using Topic Modeling and Survey47 cited

2020Grounded reality meets machine learning: A deep-narrative analysis framework for energy policy research46 cited

2023Capturing a News Frame – Comparing Machine-Learning Approaches to Frame Analysis with Different Degrees of Supervision32 cited