"""
Author: Mingyu Kang
E-Mail: [email protected]
Institutes: CCCS lab, Southeast University
"""

This is the code of Higher-order Causal Entropy (HCE) algorithm in research work "Identifying Unique Spatial-Temporal Bayesian Network without Markov Equivalence" accepted by IEEE Transactions on Artificial Intelligence in 2024. The manuscript is available at website: https://ieeexplore.ieee.org/abstract/document/10723109. This code is uploaded, and opened for other researchers to use.

The main requirements on Python 3.6 is as follows:
numpy == 1.19.5
pandas == 1.1.5
scikit-learn == 0.24.2

Moreover, please cite this work via
@article{STBN2024,
    author={Kang, Mingyu and Chen, Duxin and Meng, Ning and Yan, Gang and Yu, Wenwu},
    journal={IEEE Transactions on Artificial Intelligence},
    title={Identifying Unique Spatial-Temporal Bayesian Network without Markov Equivalence},
    year={2024},
    pages={1-10},
    doi={10.1109/TAI.2024.3483188}
}

Many thanks for suggestions and supports!