SumProductSet.jl

is a package for probabilistic learning of tree-structured, heterogeneous graph data based on sum-product networks. The package extends the standard sum-product networks by introducing a novel computational node---the set node---and creating model-builders for the networks. The implementation follows the methodology of the SumProductTransform.jl package. The package Mill.jl is utilized to process tree-structured graphs embodied by the JSON format.

To reproduce this project, do the following:

1. Download this repository.

2. Open the Julia (preferably Julia 1.9) console and type:

   using Pkg
   Pkg.activate("path/to/the/project")
   Pkg.instantiate()

   These commands will download and install all necessary packages defined in the project environment.

3. Use the package:

   using SumProductSet
   

   Basic examples are in the examples folder. Examples requiring libraries that are not included in SumProductSet.jl package have a separate environment.

   Note

   Adopting import Mill.jl or Distribution.jl is preferred to using, since it does not create ambiguity between these packages and the SumProductSet.jl package.