v5.0.0
What's Changed
- The Capture-24 dataset was revised for annotation errors and ML models were retrained accordingly. Differences in the ML classification outputs might be expected.
- Major change in the random forest models to be based on imbalanced-learn package to replace the monkeypatch approach employed so far c14c1a3
- Fix spectral entropy normalization feature 8abdc32
- No longer compute/use fft3d features (expensive and not really useful). Also reduce number of fft features from 12 to 10 aca88ca
- Github Actions to no longer run classification as the new models are a bit too large.
- Minor refactoring: summary variable name changes (
wear
->wearTime
,CutPoint*
->cutPoint*
, etc.) - Other small improvements.
Due to the changes above, older activity classification models are no longer supported (you can still use them reverting to older releases).