Topology of decision boundaries

This repository implements Plain- and Local-Scaled Labeled Vietoris-Rips (P-LVR and LS-LVR) complexes to analyze the topology of decision boundaries.

Details available at:

Key notebooks

• simple_2_class.ipynb - Analyzes the decision boundary topology of the simple two class data using the P-LVR and LS-LVR complexes
  • The results are saved in the "results" folder

Steps to run the notebook

• Create a conda environment (python 3)
• Install dependency packages using requirements.txt
• Compile Cython code
• Run the notebook

Compiling Cython code for Labeled VR Complexes

cd src

python setup.py build_ext --inplace