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. 2013 Nov 15;13(11):15613–15632. doi: 10.3390/s131115613

Table 3.

Results for the analyzed inference MLP systems.

Inferred Variables Neurons Training Validation
Mean Variance Mean Variance
HA 2 5.31 ×10−3 9.21 ×10−6 5.93 ×10−3 1.12 × 10−5
4 4.15 ×10−3 7.55 ×10−9 4.55 ×10−3 9.19 × 10−9
6 5.49 ×10−3 1.56 ×10−5 6.10 ×10−3 1.97 × 10−5
8 1.17 ×10−2 8.16 ×10−5 1.27 ×10−2 9.71 × 10−5
10 2.01 ×10−2 4.69 ×10−5 2.16 ×10−2 5.57 × 10−5
12 2.44 ×10−2 4.43 ×10−7 2.64 ×10−2 4.36 × 10−7

TA 2 5.32 ×10−3 1.13 ×10−5 5.00 ×10−3 6.97 × 10−6
4 4.30 ×10−3 6.03 ×10−8 4.18 ×10−3 2.19 × 10−8
6 8.08 ×10−3 3.85 ×10−5 7.11 ×10−3 2.36 × 10−5
8 1.14 ×10−2 8.71 ×10−5 1.26 ×10−2 5.63 × 10−5
10 1.93 ×10−2 5.50 ×10−5 1.85 ×10−2 3.87 × 10−5
12 2.49 ×10−2 1.53 ×10−6 2.20 ×10−2 4.21 × 10−6

TB 2 7.32 ×10−4 1.16 ×10−11 7.42 ×10−4 1.91 × 10−11
4 1.07 ×10−3 7.29 ×10−7 1.12 ×10−3 8.87 × 10−7
6 4.89 ×10−3 1.39 ×10−4 5.54 ×10−3 1.95 × 10−4
8 3.71 ×10−2 1.49 ×10−4 4.33 ×10−2 2.06 × 10−4
10 4.34 ×10−2 7.53 ×10−6 5.04 ×10−2 8.19 × 10−6
12 4.32 ×10−2 4.30 ×10−6 5.02 ×10−2 4.60 × 10−6

TC 2 6.58 ×10−4 9.18 ×10−11 7.74 ×10−4 1.02 × 10−10
4 6.58 ×10−4 2.38 ×10−10 7.69 ×10−4 3.52 × 10−10
6 2.94 ×10−3 7.69 ×10−5 3.17 ×10−3 7.57 × 10−5
8 3.16 ×10−2 3.16 ×10−4 3.12 ×10−2 2.94 × 10−4
10 4.47 ×10−2 7.05 ×10−6 4.25 ×10−2 2.01 × 10−6
12 4.49 ×10−2 6.87 ×10−6 4.25 ×10−2 1.99 × 10−6

TD 2 5.00 ×10−4 1.52 ×10−11 4.56 ×10−4 1.74 × 10−11
4 4.93 ×10−4 2.95 ×10−10 4.53 ×10−4 2.76 × 10−10
6 4.02 ×10−3 1.02 ×10−4 4.53 ×10−3 1.33 × 10−4
8 3.37 ×10−2 2.62 ×10−4 3.97 ×10−2 3.67 × 10−4
10 4.43 ×10−2 4.00 ×10−6 5.36 ×10−2 1.03 × 10−5
12 4.29 ×10−2 6.11 ×10−6 5.16 ×10−2 1.73 × 10−5

TE 2 6.46 ×10−4 1.71 ×10−11 6.91 ×10−4 4.54 × 10−11
4 6.41 ×10−4 2.23 ×10−10 6.80 ×10−4 2.08 × 10−10
6 9.99 ×10−4 5.09 ×10−8 1.12 ×10−3 6.53 × 10−8
8 3.79 ×10−2 7.64 ×10−5 3.66 ×10−2 6.99 × 10−5
10 4.44 ×10−2 5.02 ×10−6 4.23 ×10−2 3.47 × 10−6
12 4.45 ×10−2 6.94 ×10−6 4.23 ×10−2 4.71 × 10−6