Fig. 17
From: Modeling microbiome-trait associations with taxonomy-adaptive neural networks
The curse of dimensionality cannot simply be mitigated using feature selection. MIOSTONE trained with all microbiome features, either outperforms or matches the performance of the model trained with a subset of highly variable taxa across most datasets