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impact's Introduction

IMPACT

IMPACT: Interpretable Microbial Phenotype Analysis via microbial Characteristic Traits

This Github contains the necessary code and data necessary to run IMPACT model with the data used in the results provided as testing data.

BinaryExample contains an example of binary classification with our model IMPACT and our implementation of TaxoNN.

FeatureSelection demonstrates how to extract important taxa for multiclass classification using saliency methods like GradCAM and then identifying associated metabolites.

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