CSIML is a "cost-sensitive and iterative machine-learning" method for small and imbalanced materials data sets.
S Li, A Nakata*. CSIML: a cost-sensitive and iterative machine-learning method for small and imbalanced materials data sets[J]. Chemistry Letters, 2024, 53(5). [DOI]
Here are some necessary environments for minimal main features:
| Enviroment Name | Version |
|---|---|
| Python | >=3.10 |
| zhonger/matminer | >=0.7.8 |
| scikit-learn | >=1.1.1 |
| mendeleev | >=0.10.0 |
| pandas | >=1.4.3 |
| numpy | >=1.23.1 |
| tqdm | >=4.64.0 |
Besieds these, you can install others in requirements.txt for more features.
pip3 install poetry
poetry build
pip3 install dist/*.whl