Table 3 MAE (mean ± Std) of forecasting models on real-world datasets
From: Measuring regularity of human physical activities with entropy models
Models | SJTU (step counts) | Fitbit (step counts) | Fitbit (calorie) | Fitbit (intensity) | Lifesnaps Fitbit (calorie) |
|---|---|---|---|---|---|
ES | \(428\pm 148\) | \(298\pm 137\) | \(24.4\pm 12.6\) | \(9.61\pm 3.82\) | \(29.4 \pm 11.9\) |
Prophet | \(466\pm 160\) | \(323\pm 146\) | \(28.1\pm 13.1\) | \(10.87\pm 3.89\) | \(39.0 \pm 16.7\) |
RNN | \(346\pm 124\) | \(266\pm 134\) | \(23.1\pm 11.9\) | \(9.05\pm 3.69\) | \(26.7 \pm 11.7\) |
N-BEATS | \(353\pm 123\) | \(294\pm 144\) | \(24.8\pm 12.2\) | \(9.52\pm 3.62\) | \(28.4 \pm 12.0\) |