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Surrogate Assisted Feature Extraction
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README.md

SAFE - Surrogate Assisted Feature Extraction

The SAFE package is a model agnostic tool for making an interpretable white-box model more accurate using alternative black-box model called surrogate model. Based on the complicated model, such as neural network or random forest, new features are being extracted and then used in the process of fitting a simpler interpretable model, improving its overall performance.

Getting started

The package can be installed from GitHub using the code below:

devtools::install_github("MI2DataLab/SAFE")

References

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