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ProbReach Gaussian Process GPEP tool

The GPEP tool performs Gaussian Process classification via Expectation Propagation algorithm for chosen .pdrh model.

Required packages

How to build

git clone https://github.com/dreal/probreach.git probreach
cd probreach
mkdir -p build/release
cd build/release
cmake ../../
make gp

Usage

gp <solver-options> <file.pdrh/file.drh> <options>

options:

-h - displays help message
-u - specifies the reachability depth
-n - specifies number of points (default = 20)
–-verbose - provides detailed output
–-conf - specifies the confidence of CIs for EP algorithm (default = 0.99)
–-samples - specifies number of samples (default = 20)