Journal: Big Data

Volume 5, Issue 2

71 -- 72Solon Barocas, Danah Boyd, Sorelle A. Friedler, Hanna M. Wallach. Social and Technical Trade-Offs in Data Science
73 -- 84Marina Drosou, H. V. Jagadish, Evaggelia Pitoura, Julia Stoyanovich. Diversity in Big Data: A Review
85 -- 97Gina Neff, Anissa Tanweer, Brittany Fiore-Gartland, Laura Osburn. Critique and Contribute: A Practice-Based Framework for Improving Critical Data Studies and Data Science
98 -- 119Galit Shmueli. Research Dilemmas with Behavioral Big Data
120 -- 134Brian D'Alessandro, Cathy O'Neil, Tom LaGatta. Conscientious Classification: A Data Scientist's Guide to Discrimination-Aware Classification
135 -- 152Bettina Berendt, Sören Preibusch. Toward Accountable Discrimination-Aware Data Mining: The Importance of Keeping the Human in the Loop - and Under the Looking Glass
153 -- 163Alexandra Chouldechova. Fair Prediction with Disparate Impact: A Study of Bias in Recidivism Prediction Instruments
164 -- 172Elana Zeide. The Structural Consequences of Big Data-Driven Education