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. 2019 Oct 25;19(21):4639. doi: 10.3390/s19214639

Table 2.

Mean and standard deviation of the mean squared error (MSE) using the different techniques, for N2A cells.

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)