ISCT 0.1.0

Interpretable Sequence Clustering Tree

Interpretable-Sequence-Clustering-Tree

Source Code for Interpretable sequence clustering https://www.sciencedirect.com/science/article/pii/S0020025524013677

Running

We added the tree structure visualization, to use it on linux please first

sudo apt-get install graphviz
export PATH=$PATH:/usr/local/bin
source ~/.bashrc

We recommend using Pypy, which may give exponential speedups on larger datasets

For Python version

Just run ISCT_py.py for running the code

For CPP version

1. First, compile the cpp file on your Linux in order to generate the fast Random Projection Generator.
2. Run ISCT_cpp.py to get the clustering results

Dependencies

• Python 3.9.16 (Pypy)
• NumPy 1.24.3
• Scikit-learn 1.2.2
• Pandas 2.0.1
• Prefixspan 0.5.2

Visualization

ISCT could provide you with a highly concise and short clustering tree, taking poineer as example: