BayesNet/README.md

BayesNet

Bayesian Network Classifiers using libtorch from scratch

Dependencies

The only external dependency is libtorch which can be installed with the following commands:

wget https://download.pytorch.org/libtorch/nightly/cpu/libtorch-shared-with-deps-latest.zip
unzip libtorch-shared-with-deps-latest.zips

Setup

Getting the code

git clone --recurse-submodules https://github.com/doctorado-ml/bayesnet

Release

make release
make buildr
sudo make install

Debug & Tests

make debug
make test

Coverage

make coverage
make viewcoverage

Sample app

After building and installing the release version, you can run the sample app with the following commands:

make sample
make sample fname=tests/data/glass.arff

Models

- TAN

- KDB

- SPODE

- AODE

- BoostAODE

With Local Discretization

- TANLd

- KDBLd

- SPODELd

- AODELd

Diagrams

UML Class Diagram

Dependency Diagram

Coverage report

Coverage report