Hidden Layer Size

Training Performance

Validation Performance

Training Regression coefficient

Validation Regression coefficient

Test Performance

Test Regression coefficient

Stopping Criteria

#Epochs

Best Epoch

1

34.38

30.09

0.95

0.97

27.21

0.97

Max mu.

23

22

2

27.98

39.5

0.96

0.93

24.76

0.96

Validation

9

3

3

22.1

43.33

0.97

0.94

23.56

0.96

Validation

18

12

4

21.38

67.48

0.97

0.93

24.12

0.96

Validation

13

7

5

18.98

68.08

0.97

0.95

25.59

0.96

Validation

9

3

6

27.78

33.05

0.95

0.98

26.53

0.95

Validation

11

5

7

25.9

67.61

0.97

0.92

46.96

0.95

Validation

9

3

8

12.4

82.42

0.98

0.85

36.1

0.94

Validation

19

13

9

27

58.42

0.96

0.95

38.19

0.95

Validation

10

4

10

16.74

70.42

0.98

0.91

38.33

0.94

Validation

10

4

15

50.09

40.39

0.96

0.93

93.12

0.92

Validation

9

3

20

2.56

113.75

1

0.87

148.28

0.82

Validation

13

7

25

17.9

94.46

0.98

0.92

104.4

0.88

Validation

9

3

30

616.45

460.98

0.85

0.85

817.02

0.85

Validation

7

1

40

0.14

366.38

1

0.76

195.48

0.76

Validation

10

4

50

49.72

365.31

0.96

0.84

551.68

0.76

Validation

6

2

70

1.88

102.07

1

0.89

256.06

0.66

Min gradient

6

2

100

3.6

1589.4

1

0.22

925.24

0.63

Min gradient

10

4