results.txt

~2000 data points
100x100 Image:
Linear SVM: 0.7325
SVM Gamma: auto: 0.8072
Decision Tree: 0.7686

50x50 Image:
SVM Gamma=2 C=1: 0.816867

25x25 Image:
SVM Gamma=2 C=1: 0.7927710843373494

15x15 Image:
SVM Gamma=2 C=1: 0.7831325301204819

10x10 Image:
SVM Gamma=2 C=1: 0.7710843373493976


~40000 data points
100x100 Image:
Linear SVM: 0.7325
SVM Gamma: auto: 0.4975
Decision Tree: 0.7686

50x50 Image:
SVM Gamma=2 C=1: 0.816867

25x25 Image:
SVM Gamma=2 C=1: 0.7927710843373494

15x15 Image:
SVM Gamma=2 C=1: 0.7831325301204819

10x10 Image:
SVM Gamma=2 C=1: 0.7710843373493976

KMeans Classification:
01:0.4975
02:0.229125
03:0.357625
04:0.76425
05:0.663875
06:0.306875
07:0.39225
08:0.609
09:0.588375
10:0.397125
11:0.520875
12:0.725375
13:0.547375
14:0.384625
15:0.5165
16:0.53875
17:0.525875
18:0.371375
19:0.504
20:0.535375
21:0.454125
22:0.570625
23:0.5405
24:0.552
25:0.46925
26:0.434625
27:0.497
28:0.519375
29:0.61875
30:0.417
31:0.502375
32:0.66575
33:0.51125
34:0.51275
35:0.4845
36:0.517375
37:0.5995
38:0.51025
39:0.45075
40:0.54775
41:0.596125
42:0.453625
43:0.414625
44:0.410625
45:0.526
46:0.544875
47:0.4725
48:0.424375
49:0.504375
50:0.544375
51:0.435125


Better Data Result 1:
2 ACcuracy:  0.790625
3 ACcuracy:  0.31625
4 ACcuracy:  0.372375
5 ACcuracy:  0.316125
6 ACcuracy:  0.69575
7 ACcuracy:  0.504625
8 ACcuracy:  0.31975
9 ACcuracy:  0.47175
10 ACcuracy:  0.397
11 ACcuracy:  0.389625
12 ACcuracy:  0.589
13 ACcuracy:  0.57475
14 ACcuracy:  0.44125
15 ACcuracy:  0.52525
16 ACcuracy:  0.387625
17 ACcuracy:  0.5085
18 ACcuracy:  0.469375
19 ACcuracy:  0.52875

Better Data Result 2
2 ACcuracy:  0.790625
3 ACcuracy:  0.31625
4 ACcuracy:  0.409625
5 ACcuracy:  0.655375
6 ACcuracy:  0.624375
7 ACcuracy:  0.37
8 ACcuracy:  0.34575
9 ACcuracy:  0.6725
10 ACcuracy:  0.382375
11 ACcuracy:  0.466375
12 ACcuracy:  0.63425
13 ACcuracy:  0.393625
14 ACcuracy:  0.557875
15 ACcuracy:  0.561625
16 ACcuracy:  0.497125
17 ACcuracy:  0.53975
18 ACcuracy:  0.45525
19 ACcuracy:  0.426
20 ACcuracy:  0.380875
21 ACcuracy:  0.529


ACW New Data:
Started Training...
0.28354922974017527
2 ACcuracy:  0.2175
310.32551823600755
0.4142460593480013
3 ACcuracy:  0.466375
309.7548098084388
0.4171995860241065
4 ACcuracy:  0.466375
301.400611827534
0.4173884705237209
5 ACcuracy:  0.466375
287.4574342927782
0.4175361905222803
6 ACcuracy:  0.466375
285.1700807965874
0.41820502321356323
7 ACcuracy:  0.39875
284.1845813374164
0.43224825191071975
8 ACcuracy:  0.61025
279.52841986598696
0.43234188881531554
9 ACcuracy:  0.346625
281.6832515065953
0.4323927165599171
10 ACcuracy:  0.503375
279.8100203220624
0.45009522706643146
11 ACcuracy:  0.50675
292.85585909880547
0.4502812142112092
12 ACcuracy:  0.50675
312.3833857773657


ACCL:
1 0.020674773060426806
2 ACcuracy:  0.472625
2 0.2554602609128156
3 ACcuracy:  0.271
3 0.2561075511826277
4 ACcuracy:  0.481625
4 0.31064325330090625
5 ACcuracy:  0.364875
5 0.31076434940197445
6 ACcuracy:  0.364875
6 0.3107905058531215
7 ACcuracy:  0.403625
7 0.3369133453697579
8 ACcuracy:  0.429375
8 0.33718423689207805
9 ACcuracy:  0.429375
9 0.3378320483256951
10 ACcuracy:  0.430875
10 0.3378829703072419
11 ACcuracy:  0.324
11 0.33812193076613495
12 ACcuracy:  0.681125
12 0.33840310923431083
13 ACcuracy:  0.383125
13 0.3389858775033277
14 ACcuracy:  0.404625
14 0.3390008582751978
15 ACcuracy:  0.45725
15 0.33904286744165285
16 ACcuracy:  0.466125
16 0.33905673755630994
17 ACcuracy:  0.712125
17 0.33984612560802785
18 ACcuracy:  0.712125