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multiomics-t1d-ml

  • stacking.py for proposed multi-view ensemble model, as shown in paper.
  • supervised.py testbed for supervised LOOCV experiments. Please see comments to toggle between experiment for real data and generation of null distribution.
  • generate_null.py for collecting results from feature importance experiment (relies on supervised.py)
  • supervised_sig.py extraction of consistent feature sets

data directory contains source parallel multi-omic T1D datasets. The directory also contains experimental results from one run of the feature importance experiment.

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Supervised Parametric Learning in the Identification of Composite Biomarker Signatures of Type 1 Diabetes in Integrated Parallel Multi-omics Datasets

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