Safe Semi-Supervised Learning of Sum-Product Networks

Code accompanying the paper Safe Semi-Supervised Learning of Sum-Product Networks.

Installation

To train safe semi-supervised SPNs one need to install julia and the following packages:

• julia 0.6
• SumProductNetworks.jl (see: https://github.com/trappmartin/SumProductNetworks.jl)

Example

comming soon...

Data sets

The data used for the paper is located in the data folder.

Citation

Please use the following citation:

@inproceedings{Trapp2017a,
    title={Safe Semi-Supervised Learning of Sum-Product Networks},
    author={Trapp, Martin and Madl, Tamas and Peharz, Robert and Pernkopf, Franz and Trappl, Robert},
    booktitle={Proceedings of the International Conference on Uncertainty in Artificial Intelligence (UAI)},
    year={2017}
   }

License

The code is licensed under the MIT License.