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Quantitative Social Science - An Introduction in tidyverse (Paperback): Kosuke Imai, Nora Webb Williams Quantitative Social Science - An Introduction in tidyverse (Paperback)
Kosuke Imai, Nora Webb Williams
R1,561 R1,448 Discovery Miles 14 480 Save R113 (7%) Ships in 9 - 17 working days

A tidyverse edition of the acclaimed textbook on data analysis and statistics for the social sciences and allied fields Quantitative analysis is an essential skill for social science research, yet students in the social sciences and related areas typically receive little training in it. Quantitative Social Science is a practical introduction to data analysis and statistics written especially for undergraduates and beginning graduate students in the social sciences and allied fields, including business, economics, education, political science, psychology, sociology, public policy, and data science. Proven in classrooms around the world, this one-of-a-kind textbook engages directly with empirical analysis, showing students how to analyze and interpret data using the tidyverse family of R packages. Data sets taken directly from leading quantitative social science research illustrate how to use data analysis to answer important questions about society and human behavior. Emphasizes hands-on learning, not paper-and-pencil statistics Includes data sets from actual research for students to test their skills on Covers data analysis concepts such as causality, measurement, and prediction, as well as probability and statistical tools Features a wealth of supplementary exercises, including additional data analysis exercises and programming exercises Offers a solid foundation for further study Comes with additional course materials online, including notes, sample code, exercises and problem sets with solutions, and lecture slides

Images as Data for Social Science Research - An Introduction to Convolutional Neural Nets for Image Classification (Paperback):... Images as Data for Social Science Research - An Introduction to Convolutional Neural Nets for Image Classification (Paperback)
Nora Webb Williams, Andreu Casas, John D. Wilkerson
R584 Discovery Miles 5 840 Ships in 10 - 15 working days

Images play a crucial role in shaping and reflecting political life. Digitization has vastly increased the presence of such images in daily life, creating valuable new research opportunities for social scientists. We show how recent innovations in computer vision methods can substantially lower the costs of using images as data. We introduce readers to the deep learning algorithms commonly used for object recognition, facial recognition, and visual sentiment analysis. We then provide guidance and specific instructions for scholars interested in using these methods in their own research.

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