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Computational Analysis of Communication
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Computational Analysis of Communication
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Book Hero Magic formatted this description to make it easier to read. While it's new and
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Description
Provides clear guidance on leveraging computational techniques to answer social science questions
In disciplines such as political science, sociology, psychology, and media studies, the use of computational analysis is rapidly increasing. Statistical modelling, machine learning, and other computational techniques are revolutionising the way electoral results are predicted, social sentiment is measured, consumer interest is evaluated, and much more. Computational Analysis of Communication teaches social science students and practitioners how computational methods can be used in a broad range of applications, providing discipline-relevant examples, clear explanations, and practical guidance.
Assuming little or no background in data science or computer linguistics, this accessible textbook teaches readers how to use state-of-the-art computational methods to perform data-driven analyses of social science issues. A cross-disciplinary team of authors—with expertise in both the social sciences and computer science—explains how to gather and clean data, manage textual, audio-visual, and network data, conduct statistical and quantitative analysis, and interpret, summarise, and visualise the results. Offered in a unique hybrid format that integrates print, ebook, and open-access online viewing, this innovative resource:
- Covers the essential skills for social sciences courses on big data, data visualisation, text analysis, predictive analytics, and others
- Integrates theory, methods, and tools to provide unified approach to the subject
- Includes sample code in Python and links to actual research questions and cases from social science and communication studies
- Discusses ethical and normative issues relevant to privacy, data ownership, and reproducible social science
- Developed in partnership with the International Communication Association and by the editors of Computational Communication Research
Computational Analysis of Communication is an invaluable textbook and reference for students taking computational methods courses in social sciences, and for professional social scientists looking to incorporate computational methods into their work.
Book Details
INFORMATION
ISBN: 9781119680239
Publisher: John Wiley and Sons Ltd
Format: Paperback / softback
Date Published: 03 March 2022
Country: United Kingdom
Imprint: Wiley-Blackwell
Audience: Professional and scholarly
DIMENSIONS
Spine width: 23.0mm
Width: 178.0mm
Height: 249.0mm
Weight: 680g
Pages: 336
About the Author
Dr. Wouter van Atteveldt is an Associate Professor of Political Communication at Vrije Universiteit, Amsterdam. He is co-founder of the Computational Methods division of the International Communication Association, and Founding Chief Editor of Computational Communication Research. He has published extensively on innovative methods for analyzing political text and contributed to a number of relevant R and Python packages.
Dr. Damian Trilling is an Associate Professor, Department of Communication Science, at the University of Amsterdam, and Associate Editor of Computational Communication Research. His research uses computational methods such as the analysis of digital trace data and large-scale text analysis to study the use and effects of news media. He has developed extensive teaching materials to introduce social scientists to the Python programming language.
Dr. Carlos Arcila Calderón is an Associate Professor, Department of Sociology and Communication, at the University of Salamanca, Chief Editor of the journal Disertaciones, and member of the Editorial Board of Computational Communication Research. He has published extensively on new media and social media studies, and has led the prototype Autocop, a Spark-based environment to run distributed supervised sentiment analysis of Twitter messages.
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