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. 2020 Jul 15;14:42. doi: 10.3389/fncir.2020.00042

Table 1.

ROI classification F1 scores in different ML and automated machine learning (AutoML) methods tested on 1p ground truth and 2p simulated ground truth data.

Classifier 1p Spatial 1p Trace 1p Combined 2p Simulated ground truth (combined)
Decision Tree 0.856 0.822 0.868 0.988
Decision Tree + PCA 0.806 0.813 0.835 0.935
K Nearest Neighbours 0.873 0.877 0.881 0.929
K Nearest Neighbours + PCA 0.814 0.815 0.885 0.953
TPOT - - 0.904 0.954
AutoSklearn - - 0.922 0.994