CTUAvastLab/JsonGrinder.jl

Machine learning with Mill.jl for JSON documents

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JsonGrinder.jl is a library that facilitates processing of JSON documents into Mill.jl structures for machine learning. It provides functionality for JSON schema inference, extraction of JSON documents to a suitable representation for machine learning, and constructing a model operating on this data.

Watch our introductory talk from JuliaCon 2021.

Installation

Run the following in REPL:

] add JsonGrinder

Getting Started

• Documentation
• API Reference
• Examples

Citation

Kindly cite our work with the following entries if you find it interesting, please:

• JsonGrinder.jl: automated differentiable neural architecture for embedding arbitrary JSON data

  @article{Mandlik2021,
    author  = {Šimon Mandlík and Matěj Račinský and Viliam Lisý and Tomáš Pevný},
    title   = {JsonGrinder.jl: automated differentiable neural architecture for embedding arbitrary JSON data},
    journal = {Journal of Machine Learning Research},
    year    = {2022},
    volume  = {23},
    number  = {298},
    pages   = {1--5},
    url     = {http://jmlr.org/papers/v23/21-0174.html}
  }
  

• Malicious Internet Entity Detection Using Local Graph Inference (practical Mill.jl and JsonGrinder.jl application)

  @article{Mandlik2024,
    author  = {Mandlík, Šimon and Pevný, Tomáš and Šmídl, Václav and Bajer, Lukáš},
    journal = {IEEE Transactions on Information Forensics and Security},
    title   = {Malicious Internet Entity Detection Using Local Graph Inference},
    year    = {2024},
    volume  = {19},
    pages   = {3554-3566},
    doi     = {10.1109/TIFS.2024.3360867}
  }
  

• this implementation (fill in the used version)

  @software{JsonGrinder,
    author  = {Tomas Pevny and Matej Racinsky and Simon Mandlik},
    title   = {JsonGrinder.jl: a flexible library for automated feature engineering and conversion of JSONs to Mill.jl structures},
    url     = {https://github.com/CTUAvastLab/JsonGrinder.jl},
    version = {...},
  }
  

Contribution guidelines

If you want to contribute to JsonGrinder.jl, be sure to review the contribution guidelines.

We use GitHub issues for tracking requests and bugs.