NN Success Rate (SR): Single Chip Form Classification
NN SR: Single Chip Form Classification
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The NN performance was evaluated in terms of Success Rate given by SR = (number of correct classifications)/(number of test cases)
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All NN total SR values for single chip form classification are low: the highest value, obtained with the 4-4-1 NN, was only 60%
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This is due to the very small number of training cases (Short is the lowest: only 10 cases over 140 total cases)
|
NN CONFIGURATION
|
NN SR SNARLED
|
NN SR LONG
|
NN SR LOOSE
|
NN SR SHORT
|
NN SR TOTAL
|
|
4 - 4 - 1
|
33
|
55
|
86
|
20
|
60
|
|
4 - 8 - 1
|
37
|
35
|
75
|
20
|
53
|
|
4 - 16 - 1
|
28
|
40
|
69
|
0
|
47
|
|
8 - 8 - 1
|
37
|
50
|
72
|
20
|
54
|
|
8 - 16 - 1
|
22
|
30
|
41
|
0
|
30
|
|
8 - 32 - 1
|
28
|
40
|
33
|
50
|
34
|
|
16 - 16 -1
|
35
|
40
|
36
|
20
|
35
|
|
16 - 32 -1
|
31
|
55
|
35
|
10
|
35
|
|
16 - 64 -1
|
28
|
30
|
33
|
30
|
31
|
.
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