Table 1 Full decoding results across datasets and analyses.
Test dataset (analysis) | Classification | Regression | |||
|---|---|---|---|---|---|
Bin-wise accuracy (%) | Success rate (%) | Movements-only success rate (%) | Coefficient of determination (\(R^2\)) | Median absolute error (MAE) | |
Sequential (mid-windows) | \(97.3 \pm 0.3\) | \(98.3 \pm 1.0\times 10^{-3}\) | \(96.6 \pm 1.8\times 10^{-3}\) | N/A | N/A |
Mixed (mid-windows) | \(92.8 \pm 0.8\) | \(93.7 \pm 3.6\times 10^{-3}\) | \(87.6 \pm 7.1\times 10^{-3}\) | N/A | N/A |
Sequential (continuous) | \(93.3 \pm 0.9\) | \(96.9 \pm 0.7\) | \(94.2 \pm 1.2\) | \(0.884 \pm 0.003\) | \(1.8 \pm 0.04^\circ\) |
Mixed (continuous) | \(88.5 \pm 0.9\) | \(91.3 \pm 0.8\) | \(83.3 \pm 1.5\) | \(0.750 \pm 0.008\) | \(3.4 \pm 0.07^\circ\) |
