YaCy is fully private and can be installed on Linux, Mac, and Windows PCs. Here's my experience so far, and how to use it yourself.
Abstract: In many real classification problems where a limited number of training samples is available, the linear classifiers based on discriminant analysis are unable to deliver accurate results.