SomeoneInParticular / dcm-classic-ml

Machine learning analysis for predicting post-surgical outcomes in Degenerative Cervical Myelopathy (DCM)
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[Feature] Re-run analyses with full-patient mean/max/min statistics #13

Open SomeoneInParticular opened 7 hours ago

SomeoneInParticular commented 7 hours ago

As most of our best-performing models seem to be suffering from overfitting, finding ways to meaningfully reduce the feature set fed to the model is likely to improve the stability and performance of our best-case models.

To do this, testing common statistics applied across all vertebrae could be valuable, namely:

These are all quite easy to calculate as well; just need to put aside from time for it

SomeoneInParticular commented 7 hours ago

Let me know if there are any other statistics worth trying as well; with the current code-base, so long as the statistic is trivial to calculate, so is its evaluation