Table 2.
Regression Model | MSE and Standard Deviation | ||
---|---|---|---|
Bidimensional | Amplitude | Frequency | |
Linear Regression | 1.41 × 10−3 (1 × 10−3) | 6.55 × 10−3 (3.45 × 10−3) | 1.76 × 10−3 (1.1 × 10−3) |
Polynomial Regression (d = 2) | 3.3 × 10−4 (3.4 × 10−4) | 1.2 × 10−3 (1 × 10−3) | 1 × 10−3 (7.9 × 10−4) |
Polynomial Regression (d = 3) | 1.6 × 10−4 (1.6 × 10−4) | 7.9 × 10−4 (6 × 10−4) | 1.1 × 10−3 (7.4 × 10−4) |
Polynomial Regression (d = 4) | 8.44 × 10−5 (1.1 × 10−4) | 5.7 × 10−4 (3.3 × 10−4) | 9.45 × 10−4 (6.9 × 10−4) |
Regression Trees | 9.78 × 10−4 (6.9 × 10−4) | 1 × 10−3 (5.7 × 10−4) | 2.2 × 10−3 (1.39 × 10−3) |
Gaussian Processes | 1.6 × 10−4 (3.4 × 10−4) | 4.34 × 10−4 (3.4 × 10−4) | 1 × 10−3 (7.2 × 10−4) |