Perspectives on Computational Social Science
From Big Data to Knowledge in the Social Sciences
Bradford W. Hesse, Richard P. Moser, and William T. Riley
On Building Better Mousetraps and Understanding the Human Condition: Reflections on Big Data in the Social Sciences
Jimmy Lin
Building Better Models: Prediction, Replication, and Machine Learning in the Social Sciences
Matthew Hindman
Is Bigger Always Better? Potential Biases of Big Data Derived from Social Network Sites
Eszter Hargittai
Computer Coding of Content and Sentiment
Data-Driven Content Analysis of Social Media: A Systematic Overview of Automated Methods
H. Andrew Schwartz and Lyle H. Ungar
Signals of Public Opinion in Online Communication: A Comparison of Methods and Data Sources
Sandra González-Bailón and Georgios Paltoglou
Bad News or Mad News? Sentiment Scoring of Negativity, Fear, and Anger in News Content
Stuart Soroka, Lori Young, and Meital Balmas
Using Supervised Machine Learning to Code Policy Issues: Can Classifiers Generalize across Contexts?
Bjorn Burscher, Rens Vliegenthart, and Claes H. De Vreese
Mapping Online Clusters and Networks
Searching and Clustering Methodologies: Connecting Political Communication Content across Platforms
Kevin Driscoll and Kjerstin Thorson
Candidate Networks, Citizen Clusters, and Political Expression: Strategic Hashtag Use in the 2010 Midterms
Leticia Bode, Alexander Hanna, Junghwan Yang, and Dhavan V. Shah
Online Fragmentation in Wartime: A Longitudinal Analysis of Tweets about Syria, 2011–2013
Deen Freelon, Marc Lynch, and Sean Aday
Individual Motivations and Network Effects: A Multilevel Analysis of the Structure of Online Social Relationships
Brooke Foucault Welles and Noshir Contractor
Examining Social Media Influence
What Social Media Data We Are Missing and How to Get It
Paul Resnick, Eytan Adar, and Cliff Lampe
The Dynamics of Issue Frame Competition in Traditional and Social Media
Lauren Guggenheim, S. Mo Jang, Soo Young Bae, and W. Russell Neuman
The Power of Television Images in a Social Media Age: Linking Biobehavioral and Computational Approaches via the Second Screen
Dhavan V. Shah, Alex Hanna, Erik P. Bucy, Chris Wells, and Vidal Quevedo
The Network of Celebrity Politics: Political Implications of Celebrity Following on Twitter
Sungjin Park, Jihye Lee, Seungjin Ryu, and Kyu S. Hahn
Innovations in Computational Social Science
Automating Open Science for Big Data
Mercè Crosas, Gary King, James Honaker, and Latanya Sweeney
Big Data under the Microscope and Brains in Social Context: Integrating Methods from Computational Social Science and Neuroscience
Matthew Brook O’Donnell and Emily B. Falk
Constructing Recommendation Systems for Effective Health Messages Using Content, Collaborative, and Hybrid Algorithms
Joseph N. Cappella, Sijia Yang, and Sungkyoung Lee
Content Analysis and the Algorithmic Coder: What Computational Social Science Means for Traditional Modes of Media Analysis
Rodrigo Zamith and Seth C. Lewis
H. Andrew Schwartz and Lyle H. Ungar
Signals of Public Opinion in Online Communication: A Comparison of Methods and Data Sources
Sandra González-Bailón and Georgios Paltoglou
Bad News or Mad News? Sentiment Scoring of Negativity, Fear, and Anger in News Content
Stuart Soroka, Lori Young, and Meital Balmas
Using Supervised Machine Learning to Code Policy Issues: Can Classifiers Generalize across Contexts?
Bjorn Burscher, Rens Vliegenthart, and Claes H. De Vreese
Mapping Online Clusters and Networks
Searching and Clustering Methodologies: Connecting Political Communication Content across Platforms
Kevin Driscoll and Kjerstin Thorson
Candidate Networks, Citizen Clusters, and Political Expression: Strategic Hashtag Use in the 2010 Midterms
Leticia Bode, Alexander Hanna, Junghwan Yang, and Dhavan V. Shah
Online Fragmentation in Wartime: A Longitudinal Analysis of Tweets about Syria, 2011–2013
Deen Freelon, Marc Lynch, and Sean Aday
Individual Motivations and Network Effects: A Multilevel Analysis of the Structure of Online Social Relationships
Brooke Foucault Welles and Noshir Contractor
Examining Social Media Influence
What Social Media Data We Are Missing and How to Get It
Paul Resnick, Eytan Adar, and Cliff Lampe
The Dynamics of Issue Frame Competition in Traditional and Social Media
Lauren Guggenheim, S. Mo Jang, Soo Young Bae, and W. Russell Neuman
The Power of Television Images in a Social Media Age: Linking Biobehavioral and Computational Approaches via the Second Screen
Dhavan V. Shah, Alex Hanna, Erik P. Bucy, Chris Wells, and Vidal Quevedo
The Network of Celebrity Politics: Political Implications of Celebrity Following on Twitter
Sungjin Park, Jihye Lee, Seungjin Ryu, and Kyu S. Hahn
Innovations in Computational Social Science
Automating Open Science for Big Data
Mercè Crosas, Gary King, James Honaker, and Latanya Sweeney
Big Data under the Microscope and Brains in Social Context: Integrating Methods from Computational Social Science and Neuroscience
Matthew Brook O’Donnell and Emily B. Falk
Constructing Recommendation Systems for Effective Health Messages Using Content, Collaborative, and Hybrid Algorithms
Joseph N. Cappella, Sijia Yang, and Sungkyoung Lee
Content Analysis and the Algorithmic Coder: What Computational Social Science Means for Traditional Modes of Media Analysis
Rodrigo Zamith and Seth C. Lewis
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