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Tests ReadTheDocs PythonVersion Black License

eipy: Ensemble Integration in Python

eipy is a Python module for developing multi-modal, heterogeneous ensemble classifiers. A key feature of eipy is its built-in nested cross-validation approach, allowing for a fair comparison of a collection of user-defined meta algorithms.

Documentation including tutorials are available at https://eipy.readthedocs.io/en/latest/.

Installation

Create a virtual environment and install with pip:

pip install ensemble-integration

Citation

If you use eipy in a scientific publication please cite the original study.

Full citation:

Jamie J. R. Bennett, Yan Chak Li and Gaurav Pandey. An Open-Source Python Package for Multi-modal Data Integration using Heterogeneous Ensembles, https://doi.org/10.48550/arXiv.2401.09582.

Yan Chak Li, Linhua Wang, Jeffrey N Law, T M Murali, Gaurav Pandey. Integrating multimodal data through interpretable heterogeneous ensembles, Bioinformatics Advances, Volume 2, Issue 1, 2022, vbac065, https://doi.org/10.1093/bioadv/vbac065.