/SumProductSet.jl

Sum-Product-Set Networks: Deep Tractable Models for Tree-Structured Graphs

Primary LanguageJuliaMIT LicenseMIT

Run tests License: MIT

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.