Privacy Preserving RBF Kernel Support Vector Machine

Figure 1

Biomedicine data sharing system. A small amount of public data and a large amount of private data are available for different data providers. A privacy preserving support vector machine can leverage both public and private data to maximize the classification accuracy under differential privacy. Then users can classify their test data via the released privacy preserving classifier.