Big Data and Social Science : Data Science Methods and Tools for Research and Practice (Hardcover, 2 ed)

1. Introduction 2. Working with Web Data and APIsCameron Neylon 3. Record LinkageJoshua Tokle, Stefan Bender 4. DatabasesIan Foster, Pascal Heus 5. Scaling up through Parallel and Distributed ComputingHuy Vo, Claudio Silva 6. Information VisualizationM. Adil Yalcin, Catherine Plaisant 7. Machine LearningRayid Ghani, Malte Schierholz 8. Text AnalysisEvgeny Klochikhin, Jordan Boyd-Graber 9. Networks: The BasicsJason Owen-Smith 10. Data Quality and Inference ErrorsPaul P. Biemer 11. Bias and FairnessKit T. Rodolfa, Pedro Saleiro, Rayid Ghani 12. Privacy and ConfidentialityStefan Bender, Ron Jarmin, Frauke Kreuter, Julia Lane 13. WorkbooksBrian Kim, Christoph Kern, Jonathan Scott Morgan, Clayton Hunter, Avishek Kumar