The NN performance was evaluated in terms of Success Rate given by SR = (number of correct classifications)/(number of test cases)
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%
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 |