Hiromi Yamashiro

A study of the privacy perspective on principal component analysis via a realistic attack model

2022

Anonymization methods based on principal component analysis (PCA), one of dimensionality reduction methods, have been well studied. These combine PCA with noise addition. Some of these methods theoretically guarantee privacy but decrease utility because of …