Self-excited point process models of crime:
- Academic paper explaining the background mathematics, the EM algorithm and variations which have appeared in the literature, and giving trial results on Chicago crime data.
- Python library, built on top of
open_cp, implementing a large selection of SEPP models and fitting algorithms. - Jupyter notebooks demoing the models on Chicago crime data.
See the article directory for the LaTeX source-code, or download a PDF file here.
Clone / download the repository and:
python setup.py install
Or install directly from GitHub:
pip install https://github.com/MatthewDaws/SEPP/zipball/master
There is a quick start guide guide if you are interesting in quickly writing some notebook code to perform analysis on your own data.