The problem of privacy-preserving data analysis has a long history spanning multiple disciplines. As electronic data about individuals becomes increasingly deta

This is a graduate textbook of advanced tutorials on the theory of cryptography and computational complexity. In particular, the chapters explain aspects of gar

This book focuses on differential privacy and its application with an emphasis on technical and application aspects. This book also presents the most recent res

Algorithms have made our lives more efficient and entertaining--but not without a significant cost. Can we design a better future, one in which societial gains

Keep sensitive user data safe and secure without sacrificing the performance and accuracy of your machine learning models. In Privacy Preserving Machine Learnin