tree_diff

To get started:

• Install poetry (https://python-poetry.org/)
• poetry install
• export PYTHONPATH="$PWD"
• poetry run jupyter notebook
• Navigate to tree_diff/notebooks in the browser
• Done!

Run pipeline

• poetry run python -m tree_diff assembler=baseline mode=train input_path=<project directory>/input

Additional dependencies

• dot command line tool on path (brew install graphviz / conda install graphviz)
• rulecosi algorithm needs to be git pulled into a 3rdparty directory:
  • Run mkdir 3rdparty from the project directory
  • cd 3rdparty
  • git clone https://github.com/jobregon1212/rulecosi.git

In order to run the experiments in the tree-dff/notebooks/Evaluation.ipynb.

Install the dependencies using the command below:

$ pip install -r requirements.txt

Datasets

The following datasets are used in the experiments and evaluation for our model with other decision trees:

• Adult
• Mushroom
• HIGGS
• Android Malware

After downloading these datasets, place them in the tree-diff/notebooks folder to run the experiments.