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The Handbook of Computational Social Science is a comprehensive reference source for scholars across multiple disciplines. It outlines key debates in the field, showcasing novel statistical modeling and machine learning methods, and draws from specific case studies to demonstrate the opportunities and challenges in CSS approaches.
The Handbook of Computational Social Science is a comprehensive reference source for scholars across multiple disciplines. It outlines key debates in the field, showcasing novel statistical modeling and machine learning methods, and draws from specific case studies to demonstrate the opportunities and challenges in CSS approaches.
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Autorenporträt
Uwe Engel is Professor at the University of Bremen, Germany, where he held a chair in sociology from 2000 to 2020. From 2008 to 2013, Dr. Engel coordinated the Priority Programme on "Survey Methodology" of the German Research Foundation. His current research focuses on data science, human-robot interaction, and opinion dynamics. Anabel Quan-Haase is Professor of Sociology and Information and Media Studies at Western University and Director of the SocioDigital Media Lab, London, Canada. Her research interests include social media, social networks, life course, social capital, computational social science, and digital inequality/inclusion. Sunny Xun Liu is a research scientist at Stanford Social Media Lab, USA. Her research focuses on the social and psychological e- ects of social media and AI, social media and well-being, and how the design of social robots impacts psychological perceptions. Lars Lyberg was Head of the Research and Development Department at Statistics Sweden and professor at Stockholm University. He was an elected member of the International Statistical Institute. In 2018, he received the AAPOR Award for Exceptionally Distinguished Achievement.
Inhaltsangabe
Preface 1. Introduction to the Handbook of Computational Social Science Uwe Engel, Anabel Quan-Haase, Sunny Xun Liu and Lars Lyberg Section I. The Scope and Boundaries of CSS 2. The Scope of Computational Social Science Claudio Cioffi-Revilla 3. Analytical Sociology amidst a Computational Social Science Revolution Benjamin F. Jarvis, Marc Keuschnigg and Peter Hedström 4. Computational Cognitive Modeling in the Social Sciences Holger Schultheis 5. Computational Communication Science: Lessons from Working Group Sessions with Experts of an Emerging Research Field Stephanie Geise and Annie Waldherr 6. A Changing Survey Landscape Lars Lyberg and Steven G. Heeringa 7. Digital Trace Data: Modes of Data Collection, Applications, and Errors at a Glance Florian Keusch and Frauke Kreuter 8. Open Computational Social Science Jan G. Voelkel and Jeremy Freese 9. Causal and Predictive Modeling in Computational Social Science Uwe Engel 10. Data-driven Agent-based Modeling in Computational Social Science Jan Lorenz Section II. Privacy, Ethics, and Politics in CSS Research 11. Ethics and Privacy in Computational Social Science: A Call for Pedagogy William Hollingshead, Anabel Quan-Haase and Wenhong Chen 12. Deliberating with the Public: An Agenda to Include Stakeholder Input on Municipal "Big Data" Projects James Popham, Jennifer Lavoie, Andrea Corradi and Nicole Coomber 13. Analysis of the Principled-AI Framework¿s Constraints in Becoming a Methodological Reference for Trustworthy-AI Design Daniel Varona and Juan Luis Suarez Section III. Case Studies and Research Examples 14. Sensing Close-Range Proximity for Studying Face-to-Face Interaction Johann Schaible, Marcos Oliveira, Maria Zens and Mathieu Génois 15. Social Media Data in Affective Science Max Pellert, Simon Schweighofer and David Garcia 16. Understanding Political Sentiment: Using Twitter to Map the US 2016 Democratic Primaries Niklas M Loynes and Mark J Elliot 17. The Social Influence of Bots and Trolls in Social Media Yimin Chen 18. Social Bots and Social Media Manipulation in 2020: The Year in Review Ho-Chun Herbert Chang, Emily Chen, Meiqing Zhang, Goran Muric, and Emilio Ferrara 19. A Picture is (still) Worth a Thousand Words: The Impact of Appearance and Characteristic Narratives on People's Perceptions of Social Robots Sunny Xun Liu, Elizabeth Arredondo, Hannah Miezkowski, Jeff Hancock and Byron Reeves 20. Data Quality and Privacy Concerns in Digital Trace Data: Insights from a Delphi Study on Machine Learning and Robots in Human Life Uwe Engel and Lena Dahlhaus 21. Effective Fight Against Extremist Discourse On-Line: The Case of ISIS's Propaganda Séraphin Alava and Rasha Nagem 22. Public Opinion Formation on the Far Right Michael Adelmund and Uwe Engel
Preface 1. Introduction to the Handbook of Computational Social Science Uwe Engel, Anabel Quan-Haase, Sunny Xun Liu and Lars Lyberg Section I. The Scope and Boundaries of CSS 2. The Scope of Computational Social Science Claudio Cioffi-Revilla 3. Analytical Sociology amidst a Computational Social Science Revolution Benjamin F. Jarvis, Marc Keuschnigg and Peter Hedström 4. Computational Cognitive Modeling in the Social Sciences Holger Schultheis 5. Computational Communication Science: Lessons from Working Group Sessions with Experts of an Emerging Research Field Stephanie Geise and Annie Waldherr 6. A Changing Survey Landscape Lars Lyberg and Steven G. Heeringa 7. Digital Trace Data: Modes of Data Collection, Applications, and Errors at a Glance Florian Keusch and Frauke Kreuter 8. Open Computational Social Science Jan G. Voelkel and Jeremy Freese 9. Causal and Predictive Modeling in Computational Social Science Uwe Engel 10. Data-driven Agent-based Modeling in Computational Social Science Jan Lorenz Section II. Privacy, Ethics, and Politics in CSS Research 11. Ethics and Privacy in Computational Social Science: A Call for Pedagogy William Hollingshead, Anabel Quan-Haase and Wenhong Chen 12. Deliberating with the Public: An Agenda to Include Stakeholder Input on Municipal "Big Data" Projects James Popham, Jennifer Lavoie, Andrea Corradi and Nicole Coomber 13. Analysis of the Principled-AI Framework¿s Constraints in Becoming a Methodological Reference for Trustworthy-AI Design Daniel Varona and Juan Luis Suarez Section III. Case Studies and Research Examples 14. Sensing Close-Range Proximity for Studying Face-to-Face Interaction Johann Schaible, Marcos Oliveira, Maria Zens and Mathieu Génois 15. Social Media Data in Affective Science Max Pellert, Simon Schweighofer and David Garcia 16. Understanding Political Sentiment: Using Twitter to Map the US 2016 Democratic Primaries Niklas M Loynes and Mark J Elliot 17. The Social Influence of Bots and Trolls in Social Media Yimin Chen 18. Social Bots and Social Media Manipulation in 2020: The Year in Review Ho-Chun Herbert Chang, Emily Chen, Meiqing Zhang, Goran Muric, and Emilio Ferrara 19. A Picture is (still) Worth a Thousand Words: The Impact of Appearance and Characteristic Narratives on People's Perceptions of Social Robots Sunny Xun Liu, Elizabeth Arredondo, Hannah Miezkowski, Jeff Hancock and Byron Reeves 20. Data Quality and Privacy Concerns in Digital Trace Data: Insights from a Delphi Study on Machine Learning and Robots in Human Life Uwe Engel and Lena Dahlhaus 21. Effective Fight Against Extremist Discourse On-Line: The Case of ISIS's Propaganda Séraphin Alava and Rasha Nagem 22. Public Opinion Formation on the Far Right Michael Adelmund and Uwe Engel
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