DBN-NN Parameters vs Error fraction (Same can be found here)
S.No. | DBN_layer_architecture | No._of_epochs_DBN | DBN_Batchsize | Momentum | Alpha | NN_Numepochs | NN_Batchsize | Error_Fraction
|
1 | 100 100 | 1 | 100 | 0 | 1 | 1 | 100 | 0.0891
|
2 | 150 100 | 1 | 100 | 0 | 1 | 1 | 100 | 0.0904
|
3 | 100 150 | 1 | 100 | 0 | 1 | 1 | 100 | 0.0855
|
4 | 100 100 | 3 | 100 | 0 | 1 | 1 | 100 | 0.0883
|
5 | 100 100 | 5 | 100 | 0 | 1 | 1 | 100 | 0.085
|
6 | 100 100 | 1 | 500 | 0 | 1 | 1 | 100 | 0.1208
|
7 | 100 100 | 1 | 100 | 0 | 2 | 1 | 100 | 0.1312
|
8 | 100 100 | 1 | 100 | 0 | 0.5 | 1 | 100 | 0.0785
|
9 | 100 100 | 1 | 100 | 0 | 0.2 | 1 | 100 | 0.0855
|
10 | 100 100 | 1 | 100 | 1 | 0.5 | 1 | 100 | 0.8462
|
11 | 100 100 | 1 | 100 | 0.5 | 0.5 | 1 | 100 | 0.0891
|
12 | 100 100 | 1 | 100 | 0.2 | 0.5 | 1 | 100 | 0.0836
|
13 | 100 100 | 5 | 100 | 0 | 0.5 | 1 | 100 | 0.0829
|
14 | 100 300 | 5 | 100 | 0 | 0.5 | 1 | 100 | 0.0749
|
15 | 100 500 | 5 | 100 | 0 | 0.5 | 1 | 100 | 0.0731
|
16 | 100 700 | 5 | 100 | 0 | 0.5 | 1 | 100 | 0.07
|
17 | 100 1000 | 5 | 100 | 0 | 0.5 | 1 | 100 | 0.0693
|
18 | 100 1500 | 5 | 100 | 0 | 0.5 | 1 | 100 | 0.0685
|
19 | 100 2000 | 5 | 100 | 0 | 0.5 | 1 | 100 | 0.0667
|
20 | 100 2500 | 5 | 100 | 0 | 0.5 | 1 | 100 | 0.065
|
21 | 100 5000 | 5 | 100 | 0 | 0.5 | 1 | 100 | 0.0652
|
22 | 200 2500 | 5 | 100 | 0 | 0.5 | 1 | 100 | 0.0637
|
23 | 500 2500 | 2 | 100 | 0 | 0.5 | 1 | 100 | 0.061
|
24 | 1000 2000 | 2 | 100 | 0 | 0.5 | 1 | 100 | 0.0655
|
25 | 100 200 | 1 | 100 | 0 | 1 | 3 | 100 | 0.0629
|
26 | 100 200 | 1 | 100 | 0 | 1 | 5 | 100 | 0.0547
|
27 | 100 200 | 1 | 100 | 0 | 1 | 10 | 100 | 0.0458
|
28 | 100 200 | 1 | 100 | 0 | 1 | 15 | 100 | 0.041
|
29 | 100 200 | 1 | 100 | 0 | 1 | 20 | 100 | 0.0377
|
30 | 100 200 | 1 | 100 | 0 | 1 | 30 | 100 | 0.0338
|
31 | 100 200 | 1 | 100 | 0 | 1 | 50 | 100 | 0.0308
|
32 | 100 200 | 1 | 100 | 0 | 1 | 100 | 100 | 0.0276
|
33 | 100 200 | 1 | 100 | 0 | 0.5 | 50 | 100 | 0.0276
|
34 | 100 300 | 1 | 100 | 0 | 1 | 50 | 100 | 0.0319
|
35 | 300 100 | 1 | 100 | 0 | 1 | 50 | 100 | 0.0296
|
36 | 100 100 | 1 | 100 | 0 | 1 | 50 | 200 | 0.0383
|
37 | 100 100 | 1 | 100 | 0 | 1 | 50 | 50 | 0.0301
|
38 | 100 50 100 | 1 | 100 | 0 | 1 | 1 | 100 | 0.1001 |
39 | 100 50 500 | 1 | 100 | 0 | 0.5 | 50 | 100 | 0.03
|
40 | 100 50 500 | 3 | 100 | 0 | 0.5 | 50 | 100 | 0.0311
|
41 | 100 50 50 100 | 1 | 100 | 0 | 0.5 | 1 | 100 | 0.0960
|
42 | 100 50 100 50 | 1 | 100 | 0 | 0.5 | 1 | 100 | 0.1732
|
43 | 100 50 100 50 | 2 | 100 | 0 | 0.5 | 1 | 100 | 0.1735
|
44 | 100 50 100 50 | 1 | 100 | 0 | 0.5 | 50 | 100 | 0.0321
|