2

The Values of Weights for the Pruned ANN Model

From / To / Value of the weight
1 / Age / H11 / 0.043753
2 / Average BR / H11 / 0.552421
3 / Average HR / H11 / -1.16287
4 / Height / H11 / -0.14806
5 / Intensity / H11 / -1.29729
6 / Position / H11 / -0.20766
7 / Resting HR / H11 / 0.873127
8 / Weight / H11 / -1.03381
9 / Age / H12 / 0.1198
10 / Average BR / H12 / -0.03569
11 / Average HR / H12 / 0.911468
12 / Height / H12 / -0.36346
13 / Intensity / H12 / 0.880095
14 / Position / H12 / -0.29923
15 / Resting HR / H12 / -0.48266
16 / Weight / H12 / 0.760127
17 / Age / H13 / -0.23818
18 / Average BR / H13 / -0.06302
19 / Average HR / H13 / 0.298644
20 / Height / H13 / 0.583769
21 / Intensity / H13 / -0.31565
22 / Position / H13 / 0.052221
23 / Resting HR / H13 / -0.1387
24 / Weight / H13 / 0.702463
25 / Age / H14 / 0.176451
26 / Average BR / H14 / 0.66882
27 / Average HR / H14 / -0.78271
28 / Height / H14 / 1.130279
29 / Intensity / H14 / -0.96955
30 / Position / H14 / 0.227771
31 / Resting HR / H14 / 0.555008
32 / Weight / H14 / 0.70998
33 / Age / H15 / 0.109639
34 / Average BR / H15 / -0.59248
35 / Average HR / H15 / 0.013478
From / To / Value of the weight
36 / Height / H15 / 0.695833
37 / Intensity / H15 / 0.38032
38 / Position / H15 / -0.70332
39 / Resting HR / H15 / -1.27934
40 / Weight / H15 / 0.422436
41 / Age / H16 / 0.114967
42 / Average BR / H16 / -0.14504
43 / Average HR / H16 / -0.35414
44 / Height / H16 / -0.08315
45 / Intensity / H16 / 0.111328
46 / Position / H16 / 0.004812
47 / Resting HR / H16 / -0.0026
48 / Weight / H16 / -0.18456
49 / Gender / H11 / 0.999871
50 / Gender / H12 / 0.252993
51 / Gender / H13 / 0.634488
52 / Gender / H14 / -0.80795
53 / Gender / H15 / -0.44244
54 / Gender / H16 / 0.166369
55 / BIAS / H11 / 0.001078
56 / BIAS / H12 / -1.30306
57 / BIAS / H13 / -0.73116
58 / BIAS / H14 / -0.17201
59 / BIAS / H15 / 0.571683
60 / BIAS / H16 / -0.17933
61 / H11 / H21 / -0.1124
62 / H12 / H21 / 0.230887
63 / H13 / H21 / -1.20901
64 / H14 / H21 / -0.92212
65 / H15 / H21 / 0.344583
66 / H16 / H21 / 0.32984
67 / H11 / H22 / 0.011744
68 / H12 / H22 / -0.04265
69 / H13 / H22 / -0.36058
36 / Height / H15 / 0.695833
69 / H13 / H22 / -0.36058
70 / H14 / H22 / 0.030325
71 / H15 / H22 / 0.044503
72 / H16 / H22 / 0.459771
73 / BIAS / H21 / 1.32165
74 / BIAS / H22 / 0.229718
75 / H21 / Minute ventilation / 26.57347
From / To / Value of the weight
76 / H22 / Minute ventilation / -59.0869
77 / BIAS / Minute ventilation / 19.81178
78 / SCALE / Minute ventilation / 2.748289