Decision Tree Classification with Differential Privacy: A Survey

no code implementations • 7 Nov 2016 • Sam Fletcher, Md Zahidul Islam

Data mining information about people is becoming increasingly important in the data-driven society of the 21st century.

Classification General Classification

Differentially Private Random Decision Forests using Smooth Sensitivity

1 code implementation • 11 Jun 2016 • Sam Fletcher, Md Zahidul Islam

We propose a new differentially-private decision forest algorithm that minimizes both the number of queries required, and the sensitivity of those queries.

Cryptography and Security

Measuring pattern retention in anonymized data -- where one measure is not enough

no code implementations • 24 Dec 2015 • Sam Fletcher, Md Zahidul Islam

This question is not the same as asking if an accurate classifier can be built from the modified data.