Differential Privacy and Machine Learning

As a begining of my research, I survey the topics on differential privacy and machine learning. The basic structure of this slide is arised from [1].

Some very important topics in differential privacy machine learning are not convered.

1. The local sensitivity and smooth sensitivity.
2. The utility of mechansim.
3. The relationship of differential privacy with learning theory.

[Slides available here]

Referneces

[1] Ji, Z., Lipton, Z. C., & Elkan, C. (2014). Differential Privacy and Machine Learning: a Survey and Review. Learning; Cryptography and Security; Databases.