Model
|
Features
|
Accuracy (GCC 4.9.2)
|
Accuracy (GCC 7.1.0)
|
decision trees with cross validation; depth 1
|
ft1 .. ft65
|
0.26
|
0.33
|
decision trees with cross validation; depth 2
|
ft1 .. ft65
|
0.26
|
0.36
|
decision trees with cross validation; depth 3
|
ft1 .. ft65
|
0.27
|
0.35
|
decision trees with cross validation; depth 4
|
ft1 .. ft65
|
0.27
|
0.39
|
decision trees with cross validation; depth 5
|
ft1 .. ft65
|
0.25
|
0.34
|
decision trees with cross validation; depth 6
|
ft1 .. ft65
|
0.33
|
0.34
|
decision trees with cross validation; depth 7
|
ft1 .. ft65
|
0.36
|
0.32
|
decision trees with cross validation; depth 8
|
ft1 .. ft65
|
0.40
|
0.36
|
decision trees with cross validation; depth 9
|
ft1 .. ft65
|
0.38
|
0.31
|
decision trees with cross validation; depth 10
|
ft1 .. ft65
|
0.37
|
0.30
|
decision trees with cross validation; depth 11
|
ft1 .. ft65
|
0.34
|
0.33
|
decision trees with cross validation; depth 12
|
ft1 .. ft65
|
0.36
|
0.32
|
decision trees with cross validation; depth 13
|
ft1 .. ft65
|
0.35
|
0.34
|
decision trees with cross validation; depth 14
|
ft1 .. ft65
|
0.36
|
0.34
|
decision trees with cross validation; depth 15
|
ft1 .. ft65
|
0.34
|
0.34
|
decision trees with cross validation; depth 16
|
ft1 .. ft65
|
0.36
|
0.35
|
decision trees with cross validation; depth 17
|
ft1 .. ft65
|
0.34
|
0.36
|
decision trees with cross validation; depth 18
|
ft1 .. ft65
|
0.36
|
0.34
|
decision trees with cross validation; depth 19
|
ft1 .. ft65
|
0.35
|
0.34
|
decision trees with cross validation; depth 20
|
ft1 .. ft65
|
0.37
|
0.33
|
decision trees with cross validation; depth 21
|
ft1 .. ft65
|
0.36
|
0.36
|
decision trees with cross validation; depth 22
|
ft1 .. ft65
|
0.37
|
0.34
|
decision trees with cross validation; depth 23
|
ft1 .. ft65
|
0.36
|
0.35
|
decision trees with cross validation; depth 24
|
ft1 .. ft65
|
0.36
|
0.33
|
decision trees with cross validation; depth 25
|
ft1 .. ft65
|
0.37
|
0.37
|
decision trees with cross validation; depth 26
|
ft1 .. ft65
|
0.37
|
0.33
|
decision trees with cross validation; depth 27
|
ft1 .. ft65
|
0.37
|
0.36
|
decision trees with cross validation; depth 28
|
ft1 .. ft65
|
0.34
|
0.34
|
decision trees with cross validation; depth 29
|
ft1 .. ft65
|
0.35
|
0.37
|
decision trees without cross validation; depth 1
|
ft1 .. ft65
|
0.39
|
0.36
|
decision trees without cross validation; depth 2
|
ft1 .. ft65
|
0.40
|
0.40
|
decision trees without cross validation; depth 3
|
ft1 .. ft65
|
0.46
|
0.41
|
decision trees without cross validation; depth 4
|
ft1 .. ft65
|
0.49
|
0.47
|
decision trees without cross validation; depth 5
|
ft1 .. ft65
|
0.55
|
0.52
|
decision trees without cross validation; depth 6
|
ft1 .. ft65
|
0.60
|
0.57
|
decision trees without cross validation; depth 7
|
ft1 .. ft65
|
0.65
|
0.61
|
decision trees without cross validation; depth 8
|
ft1 .. ft65
|
0.69
|
0.68
|
decision trees without cross validation; depth 9
|
ft1 .. ft65
|
0.73
|
0.72
|
decision trees without cross validation; depth 10
|
ft1 .. ft65
|
0.75
|
0.79
|
decision trees without cross validation; depth 11
|
ft1 .. ft65
|
0.79
|
0.83
|
decision trees without cross validation; depth 12
|
ft1 .. ft65
|
0.83
|
0.87
|
decision trees without cross validation; depth 13
|
ft1 .. ft65
|
0.85
|
0.90
|
decision trees without cross validation; depth 14
|
ft1 .. ft65
|
0.88
|
0.94
|
decision trees without cross validation; depth 15
|
ft1 .. ft65
|
0.91
|
0.95
|
decision trees without cross validation; depth 16
|
ft1 .. ft65
|
0.94
|
0.96
|
decision trees without cross validation; depth 17
|
ft1 .. ft65
|
0.95
|
0.96
|
decision trees without cross validation; depth 18
|
ft1 .. ft65
|
0.97
|
0.96
|
decision trees without cross validation; depth 19
|
ft1 .. ft65
|
0.97
|
0.96
|
decision trees without cross validation; depth 20
|
ft1 .. ft65
|
0.98
|
0.96
|
decision trees without cross validation; depth 21
|
ft1 .. ft65
|
0.98
|
0.96
|
decision trees without cross validation; depth 22
|
ft1 .. ft65
|
0.98
|
0.96
|
decision trees without cross validation; depth 23
|
ft1 .. ft65
|
0.98
|
0.96
|
decision trees without cross validation; depth 24
|
ft1 .. ft65
|
0.98
|
0.96
|
decision trees without cross validation; depth 25
|
ft1 .. ft65
|
0.98
|
0.96
|
decision trees without cross validation; depth 26
|
ft1 .. ft65
|
0.98
|
0.96
|
decision trees without cross validation; depth 27
|
ft1 .. ft65
|
0.98
|
0.96
|
decision trees without cross validation; depth 28
|
ft1 .. ft65
|
0.98
|
0.96
|
decision trees without cross validation; depth 29
|
ft1 .. ft65
|
0.98
|
0.96
|
dnn tf with cross validation; iteration 1
|
ft1 .. ft65
|
0.68
|
0.30
|
dnn tf with cross validation; iteration 2
|
ft1 .. ft65
|
0.64
|
0.33
|
dnn tf with cross validation; iteration 3
|
ft1 .. ft65
|
0.61
|
0.45
|
dnn tf with cross validation; iteration 4
|
ft1 .. ft65
|
0.64
|
0.44
|
dnn tf with cross validation; iteration 5
|
ft1 .. ft65
|
0.60
|
0.48
|
dnn tf with cross validation; iteration 6
|
ft1 .. ft65
|
0.58
|
0.30
|
dnn tf with cross validation; iteration 7
|
ft1 .. ft65
|
0.57
|
0.43
|
dnn tf with cross validation; iteration 8
|
ft1 .. ft65
|
0.55
|
0.37
|
dnn tf with cross validation; iteration 9
|
ft1 .. ft65
|
0.68
|
0.44
|
dnn tf without cross validation; iteration 1
|
ft1 .. ft65
|
0.72
|
0.29
|
dnn tf without cross validation; iteration 2
|
ft1 .. ft65
|
0.72
|
0.47
|
dnn tf without cross validation; iteration 3
|
ft1 .. ft65
|
0.72
|
0.48
|
dnn tf without cross validation; iteration 4
|
ft1 .. ft65
|
0.68
|
0.62
|
dnn tf without cross validation; iteration 5
|
ft1 .. ft65
|
0.70
|
0.48
|
dnn tf without cross validation; iteration 6
|
ft1 .. ft65
|
0.55
|
0.45
|
dnn tf without cross validation; iteration 7
|
ft1 .. ft65
|
0.72
|
0.43
|
dnn tf without cross validation; iteration 8
|
ft1 .. ft65
|
0.62
|
0.32
|
dnn tf without cross validation; iteration 9
|
ft1 .. ft65
|
0.72
|
0.53
|
milepost nn
|
ft1 .. ft121
|
0.30
|
0.30
|
milepost nn
|
ft1 .. ft56
|
0.37
|
0.30
|
milepost nn
|
ft1 .. ft65
|
0.30
|
0.30
|
milepost nn
|
ft57 .. ft121
|
0.30
|
0.30
|
milepost nn
|
ft57 .. ft65
|
0.30
|
0.30
|
milepost nn
|
ft66 .. ft121
|
0.36
|
0.32
|
milepost nn
|
ft1 .. ft121 (normalized)
|
0.37
|
0.37
|
milepost nn
|
ft1 .. ft56 (normalized)
|
0.37
|
0.33
|
milepost nn
|
ft1 .. ft65 (normalized)
|
0.39
|
0.32
|
milepost nn
|
ft57 .. ft121 (normalized)
|
0.37
|
0.39
|
milepost nn
|
ft57 .. ft65 (normalized)
|
0.37
|
0.35
|
milepost nn
|
ft66 .. ft121 (normalized)
|
0.38
|
0.38
|
milepost nn (reduce complexity1)
|
ft1 .. ft121 (normalized)
|
0.45
|
0.44
|
milepost nn (reduce complexity2)
|
ft1 .. ft121 (normalized)
|
0.45
|
0.40
|