
Bayesian Multinomial Logistic Regression - Training 	Ver. 2.02
Command line:  ../BMRtrain Compass.500+.training.bmr Compass.model
Log Level: 0
PriorType: normal diagonal	Var= auto-select
HyperParameter: Norm-based default
Cosine normalization: No
Model - link function: Logistic 	Optimizer: ZO
Standardize: No
Convergence threshold: 0.001	Iterations limit: 10000
Data file for Training: Compass.500+.training.bmr
Write Model file: Compass.model
Cases in training data: 40
Features in training data: 41
Classes in training data: 16
Design: 42 variables
Total parameters: 672	 Of them fixed: 0
Average square norm (no const term) 1427.28 Hyperparameter 0.000700636
Starting PolyZO model, - Time 00 0 1 0 713.638
1 0 1 0 713.638
2 0 1 0 713.638
3 0 1 0 713.638
4 0 1 0 713.638
5 0 1 0 713.638
6 0 1 0 713.638
7 0 1 0 713.638
8 0 1 0 713.638
9 0 1 0 713.638
10 0 1 0 713.638
11 0 1 0 713.638
12 0 1 0 713.638
13 0 1 0 713.638
14 0 1 0 713.638
15 0 1 0 713.638
0 1 1 0 713.638
1 1 1 0 713.638
2 1 1 0 713.638
3 1 1 0 713.638
4 1 1 0 713.638
5 1 1 0 713.638
6 1 1 0 713.638
7 1 1 0 713.638
8 1 1 0 713.638
9 1 1 0 713.638
10 1 1 0 713.638
11 1 1 0 713.638
12 1 1 0 713.638
13 1 1 0 713.638
14 1 1 0 713.638
15 1 1 0 713.638
0 2 1 0 713.638
1 2 1 0 713.638
2 2 1 0 713.638
3 2 1 0 713.638
4 2 1 0 713.638
5 2 1 0 713.638
6 2 1 0 713.638
7 2 1 0 713.638
8 2 1 0 713.638
9 2 1 0 713.638
10 2 1 0 713.638
11 2 1 0 713.638
12 2 1 0 713.638
13 2 1 0 713.638
14 2 1 0 713.638
15 2 1 0 713.638
0 3 1 0 713.638
1 3 1 0 713.638
2 3 1 0 713.638
3 3 1 0 713.638
4 3 1 0 713.638
5 3 1 0 713.638
6 3 1 0 713.638
7 3 1 0 713.638
8 3 1 0 713.638
9 3 1 0 713.638
10 3 1 0 713.638
11 3 1 0 713.638
12 3 1 0 713.638
13 3 1 0 713.638
14 3 1 0 713.638
15 3 1 0 713.638
0 4 1 0 713.638
1 4 1 0 713.638
2 4 1 0 713.638
3 4 1 0 713.638
4 4 1 0 713.638
5 4 1 0 713.638
6 4 1 0 713.638
7 4 1 0 713.638
8 4 1 0 713.638
9 4 1 0 713.638
10 4 1 0 713.638
11 4 1 0 713.638
12 4 1 0 713.638
13 4 1 0 713.638
14 4 1 0 713.638
15 4 1 0 713.638
0 5 1 0 713.638
1 5 1 0 713.638
2 5 1 0 713.638
3 5 1 0 713.638
4 5 1 0 713.638
5 5 1 0 713.638
6 5 1 0 713.638
7 5 1 0 713.638
8 5 1 0 713.638
9 5 1 0 713.638
10 5 1 0 713.638
11 5 1 0 713.638
12 5 1 0 713.638
13 5 1 0 713.638
14 5 1 0 713.638
15 5 1 0 713.638
0 6 1 0 713.638
1 6 1 0 713.638
2 6 1 0 713.638
3 6 1 0 713.638
4 6 1 0 713.638
5 6 1 0 713.638
6 6 1 0 713.638
7 6 1 0 713.638
8 6 1 0 713.638
9 6 1 0 713.638
10 6 1 0 713.638
11 6 1 0 713.638
12 6 1 0 713.638
13 6 1 0 713.638
14 6 1 0 713.638
15 6 1 0 713.638
0 7 1 0 713.638
1 7 1 0 713.638
2 7 1 0 713.638
3 7 1 0 713.638
4 7 1 0 713.638
5 7 1 0 713.638
6 7 1 0 713.638
7 7 1 0 713.638
8 7 1 0 713.638
9 7 1 0 713.638
10 7 1 0 713.638
11 7 1 0 713.638
12 7 1 0 713.638
13 7 1 0 713.638
14 7 1 0 713.638
15 7 1 0 713.638
0 8 1 0 713.638
1 8 1 0 713.638
2 8 1 0 713.638
3 8 1 0 713.638
4 8 1 0 713.638
5 8 1 0 713.638
6 8 1 0 713.638
7 8 1 0 713.638
8 8 1 0 713.638
9 8 1 0 713.638
10 8 1 0 713.638
11 8 1 0 713.638
12 8 1 0 713.638
13 8 1 0 713.638
14 8 1 0 713.638
15 8 1 0 713.638
0 9 1 0 713.638
1 9 1 0 713.638
2 9 1 0 713.638
3 9 1 0 713.638
4 9 1 0 713.638
5 9 1 0 713.638
6 9 1 0 713.638
7 9 1 0 713.638
8 9 1 0 713.638
9 9 1 0 713.638
10 9 1 0 713.638
11 9 1 0 713.638
12 9 1 0 713.638
13 9 1 0 713.638
14 9 1 0 713.638
15 9 1 0 713.638
0 10 1 0 713.638
1 10 1 0 713.638
2 10 1 0 713.638
3 10 1 0 713.638
4 10 1 0 713.638
5 10 1 0 713.638
6 10 1 0 713.638
7 10 1 0 713.638
8 10 1 0 713.638
9 10 1 0 713.638
10 10 1 0 713.638
11 10 1 0 713.638
12 10 1 0 713.638
13 10 1 0 713.638
14 10 1 0 713.638
15 10 1 0 713.638
0 11 1 0 713.638
1 11 1 0 713.638
2 11 1 0 713.638
3 11 1 0 713.638
4 11 1 0 713.638
5 11 1 0 713.638
6 11 1 0 713.638
7 11 1 0 713.638
8 11 1 0 713.638
9 11 1 0 713.638
10 11 1 0 713.638
11 11 1 0 713.638
12 11 1 0 713.638
13 11 1 0 713.638
14 11 1 0 713.638
15 11 1 0 713.638
0 12 1 0 713.638
1 12 1 0 713.638
2 12 1 0 713.638
3 12 1 0 713.638
4 12 1 0 713.638
5 12 1 0 713.638
6 12 1 0 713.638
7 12 1 0 713.638
8 12 1 0 713.638
9 12 1 0 713.638
10 12 1 0 713.638
11 12 1 0 713.638
12 12 1 0 713.638
13 12 1 0 713.638
14 12 1 0 713.638
15 12 1 0 713.638
0 13 1 0 713.638
1 13 1 0 713.638
2 13 1 0 713.638
3 13 1 0 713.638
4 13 1 0 713.638
5 13 1 0 713.638
6 13 1 0 713.638
7 13 1 0 713.638
8 13 1 0 713.638
9 13 1 0 713.638
10 13 1 0 713.638
11 13 1 0 713.638
12 13 1 0 713.638
13 13 1 0 713.638
14 13 1 0 713.638
15 13 1 0 713.638
0 14 1 0 713.638
1 14 1 0 713.638
2 14 1 0 713.638
3 14 1 0 713.638
4 14 1 0 713.638
5 14 1 0 713.638
6 14 1 0 713.638
7 14 1 0 713.638
8 14 1 0 713.638
9 14 1 0 713.638
10 14 1 0 713.638
11 14 1 0 713.638
12 14 1 0 713.638
13 14 1 0 713.638
14 14 1 0 713.638
15 14 1 0 713.638
0 15 1 0 713.638
1 15 1 0 713.638
2 15 1 0 713.638
3 15 1 0 713.638
4 15 1 0 713.638
5 15 1 0 713.638
6 15 1 0 713.638
7 15 1 0 713.638
8 15 1 0 713.638
9 15 1 0 713.638
10 15 1 0 713.638
11 15 1 0 713.638
12 15 1 0 713.638
13 15 1 0 713.638
14 15 1 0 713.638
15 15 1 0 713.638
0 16 1 0 713.638
1 16 1 0 713.638
2 16 1 0 713.638
3 16 1 0 713.638
4 16 1 0 713.638
5 16 1 0 713.638
6 16 1 0 713.638
7 16 1 0 713.638
8 16 1 0 713.638
9 16 1 0 713.638
10 16 1 0 713.638
11 16 1 0 713.638
12 16 1 0 713.638
13 16 1 0 713.638
14 16 1 0 713.638
15 16 1 0 713.638
0 17 1 0 713.638
1 17 1 0 713.638
2 17 1 0 713.638
3 17 1 0 713.638
4 17 1 0 713.638
5 17 1 0 713.638
6 17 1 0 713.638
7 17 1 0 713.638
8 17 1 0 713.638
9 17 1 0 713.638
10 17 1 0 713.638
11 17 1 0 713.638
12 17 1 0 713.638
13 17 1 0 713.638
14 17 1 0 713.638
15 17 1 0 713.638
0 18 1 0 713.638
1 18 1 0 713.638
2 18 1 0 713.638
3 18 1 0 713.638
4 18 1 0 713.638
5 18 1 0 713.638
6 18 1 0 713.638
7 18 1 0 713.638
8 18 1 0 713.638
9 18 1 0 713.638
10 18 1 0 713.638
11 18 1 0 713.638
12 18 1 0 713.638
13 18 1 0 713.638
14 18 1 0 713.638
15 18 1 0 713.638
0 19 1 0 713.638
1 19 1 0 713.638
2 19 1 0 713.638
3 19 1 0 713.638
4 19 1 0 713.638
5 19 1 0 713.638
6 19 1 0 713.638
7 19 1 0 713.638
8 19 1 0 713.638
9 19 1 0 713.638
10 19 1 0 713.638
11 19 1 0 713.638
12 19 1 0 713.638
13 19 1 0 713.638
14 19 1 0 713.638
15 19 1 0 713.638
0 20 1 0 713.638
1 20 1 0 713.638
2 20 1 0 713.638
3 20 1 0 713.638
4 20 1 0 713.638
5 20 1 0 713.638
6 20 1 0 713.638
7 20 1 0 713.638
8 20 1 0 713.638
9 20 1 0 713.638
10 20 1 0 713.638
11 20 1 0 713.638
12 20 1 0 713.638
13 20 1 0 713.638
14 20 1 0 713.638
15 20 1 0 713.638
0 21 1 0 713.638
1 21 1 0 713.638
2 21 1 0 713.638
3 21 1 0 713.638
4 21 1 0 713.638
5 21 1 0 713.638
6 21 1 0 713.638
7 21 1 0 713.638
8 21 1 0 713.638
9 21 1 0 713.638
10 21 1 0 713.638
11 21 1 0 713.638
12 21 1 0 713.638
13 21 1 0 713.638
14 21 1 0 713.638
15 21 1 0 713.638
0 22 1 0 713.638
1 22 1 0 713.638
2 22 1 0 713.638
3 22 1 0 713.638
4 22 1 0 713.638
5 22 1 0 713.638
6 22 1 0 713.638
7 22 1 0 713.638
8 22 1 0 713.638
9 22 1 0 713.638
10 22 1 0 713.638
11 22 1 0 713.638
12 22 1 0 713.638
13 22 1 0 713.638
14 22 1 0 713.638
15 22 1 0 713.638
0 23 1 0 713.638
1 23 1 0 713.638
2 23 1 0 713.638
3 23 1 0 713.638
4 23 1 0 713.638
5 23 1 0 713.638
6 23 1 0 713.638
7 23 1 0 713.638
8 23 1 0 713.638
9 23 1 0 713.638
10 23 1 0 713.638
11 23 1 0 713.638
12 23 1 0 713.638
13 23 1 0 713.638
14 23 1 0 713.638
15 23 1 0 713.638
0 24 1 0 713.638
1 24 1 0 713.638
2 24 1 0 713.638
3 24 1 0 713.638
4 24 1 0 713.638
5 24 1 0 713.638
6 24 1 0 713.638
7 24 1 0 713.638
8 24 1 0 713.638
9 24 1 0 713.638
10 24 1 0 713.638
11 24 1 0 713.638
12 24 1 0 713.638
13 24 1 0 713.638
14 24 1 0 713.638
15 24 1 0 713.638
0 25 1 0 713.638
1 25 1 0 713.638
2 25 1 0 713.638
3 25 1 0 713.638
4 25 1 0 713.638
5 25 1 0 713.638
6 25 1 0 713.638
7 25 1 0 713.638
8 25 1 0 713.638
9 25 1 0 713.638
10 25 1 0 713.638
11 25 1 0 713.638
12 25 1 0 713.638
13 25 1 0 713.638
14 25 1 0 713.638
15 25 1 0 713.638
0 26 1 0 713.638
1 26 1 0 713.638
2 26 1 0 713.638
3 26 1 0 713.638
4 26 1 0 713.638
5 26 1 0 713.638
6 26 1 0 713.638
7 26 1 0 713.638
8 26 1 0 713.638
9 26 1 0 713.638
10 26 1 0 713.638
11 26 1 0 713.638
12 26 1 0 713.638
13 26 1 0 713.638
14 26 1 0 713.638
15 26 1 0 713.638
0 27 1 0 713.638
1 27 1 0 713.638
2 27 1 0 713.638
3 27 1 0 713.638
4 27 1 0 713.638
5 27 1 0 713.638
6 27 1 0 713.638
7 27 1 0 713.638
8 27 1 0 713.638
9 27 1 0 713.638
10 27 1 0 713.638
11 27 1 0 713.638
12 27 1 0 713.638
13 27 1 0 713.638
14 27 1 0 713.638
15 27 1 0 713.638
0 28 1 0 713.638
1 28 1 0 713.638
2 28 1 0 713.638
3 28 1 0 713.638
4 28 1 0 713.638
5 28 1 0 713.638
6 28 1 0 713.638
7 28 1 0 713.638
8 28 1 0 713.638
9 28 1 0 713.638
10 28 1 0 713.638
11 28 1 0 713.638
12 28 1 0 713.638
13 28 1 0 713.638
14 28 1 0 713.638
15 28 1 0 713.638
0 29 1 0 713.638
1 29 1 0 713.638
2 29 1 0 713.638
3 29 1 0 713.638
4 29 1 0 713.638
5 29 1 0 713.638
6 29 1 0 713.638
7 29 1 0 713.638
8 29 1 0 713.638
9 29 1 0 713.638
10 29 1 0 713.638
11 29 1 0 713.638
12 29 1 0 713.638
13 29 1 0 713.638
14 29 1 0 713.638
15 29 1 0 713.638
0 30 1 0 713.638
1 30 1 0 713.638
2 30 1 0 713.638
3 30 1 0 713.638
4 30 1 0 713.638
5 30 1 0 713.638
6 30 1 0 713.638
7 30 1 0 713.638
8 30 1 0 713.638
9 30 1 0 713.638
10 30 1 0 713.638
11 30 1 0 713.638
12 30 1 0 713.638
13 30 1 0 713.638
14 30 1 0 713.638
15 30 1 0 713.638
0 31 1 0 713.638
1 31 1 0 713.638
2 31 1 0 713.638
3 31 1 0 713.638
4 31 1 0 713.638
5 31 1 0 713.638
6 31 1 0 713.638
7 31 1 0 713.638
8 31 1 0 713.638
9 31 1 0 713.638
10 31 1 0 713.638
11 31 1 0 713.638
12 31 1 0 713.638
13 31 1 0 713.638
14 31 1 0 713.638
15 31 1 0 713.638
0 32 1 0 713.638
1 32 1 0 713.638
2 32 1 0 713.638
3 32 1 0 713.638
4 32 1 0 713.638
5 32 1 0 713.638
6 32 1 0 713.638
7 32 1 0 713.638
8 32 1 0 713.638
9 32 1 0 713.638
10 32 1 0 713.638
11 32 1 0 713.638
12 32 1 0 713.638
13 32 1 0 713.638
14 32 1 0 713.638
15 32 1 0 713.638
0 33 1 0 713.638
1 33 1 0 713.638
2 33 1 0 713.638
3 33 1 0 713.638
4 33 1 0 713.638
5 33 1 0 713.638
6 33 1 0 713.638
7 33 1 0 713.638
8 33 1 0 713.638
9 33 1 0 713.638
10 33 1 0 713.638
11 33 1 0 713.638
12 33 1 0 713.638
13 33 1 0 713.638
14 33 1 0 713.638
15 33 1 0 713.638
0 34 1 0 713.638
1 34 1 0 713.638
2 34 1 0 713.638
3 34 1 0 713.638
4 34 1 0 713.638
5 34 1 0 713.638
6 34 1 0 713.638
7 34 1 0 713.638
8 34 1 0 713.638
9 34 1 0 713.638
10 34 1 0 713.638
11 34 1 0 713.638
12 34 1 0 713.638
13 34 1 0 713.638
14 34 1 0 713.638
15 34 1 0 713.638
0 35 1 0 713.638
1 35 1 0 713.638
2 35 1 0 713.638
3 35 1 0 713.638
4 35 1 0 713.638
5 35 1 0 713.638
6 35 1 0 713.638
7 35 1 0 713.638
8 35 1 0 713.638
9 35 1 0 713.638
10 35 1 0 713.638
11 35 1 0 713.638
12 35 1 0 713.638
13 35 1 0 713.638
14 35 1 0 713.638
15 35 1 0 713.638
0 36 1 0 713.638
1 36 1 0 713.638
2 36 1 0 713.638
3 36 1 0 713.638
4 36 1 0 713.638
5 36 1 0 713.638
6 36 1 0 713.638
7 36 1 0 713.638
8 36 1 0 713.638
9 36 1 0 713.638
10 36 1 0 713.638
11 36 1 0 713.638
12 36 1 0 713.638
13 36 1 0 713.638
14 36 1 0 713.638
15 36 1 0 713.638
0 37 1 0 713.638
1 37 1 0 713.638
2 37 1 0 713.638
3 37 1 0 713.638
4 37 1 0 713.638
5 37 1 0 713.638
6 37 1 0 713.638
7 37 1 0 713.638
8 37 1 0 713.638
9 37 1 0 713.638
10 37 1 0 713.638
11 37 1 0 713.638
12 37 1 0 713.638
13 37 1 0 713.638
14 37 1 0 713.638
15 37 1 0 713.638
0 38 1 0 713.638
1 38 1 0 713.638
2 38 1 0 713.638
3 38 1 0 713.638
4 38 1 0 713.638
5 38 1 0 713.638
6 38 1 0 713.638
7 38 1 0 713.638
8 38 1 0 713.638
9 38 1 0 713.638
10 38 1 0 713.638
11 38 1 0 713.638
12 38 1 0 713.638
13 38 1 0 713.638
14 38 1 0 713.638
15 38 1 0 713.638
0 39 1 0 713.638
1 39 1 0 713.638
2 39 1 0 713.638
3 39 1 0 713.638
4 39 1 0 713.638
5 39 1 0 713.638
6 39 1 0 713.638
7 39 1 0 713.638
8 39 1 0 713.638
9 39 1 0 713.638
10 39 1 0 713.638
11 39 1 0 713.638
12 39 1 0 713.638
13 39 1 0 713.638
14 39 1 0 713.638
15 39 1 0 713.638
0 40 1 0 713.638
1 40 1 0 713.638
2 40 1 0 713.638
3 40 1 0 713.638
4 40 1 0 713.638
5 40 1 0 713.638
6 40 1 0 713.638
7 40 1 0 713.638
8 40 1 0 713.638
9 40 1 0 713.638
10 40 1 0 713.638
11 40 1 0 713.638
12 40 1 0 713.638
13 40 1 0 713.638
14 40 1 0 713.638
15 40 1 0 713.638
0 41 1 0 713.638
1 41 1 0 713.638
2 41 1 0 713.638
3 41 1 0 713.638
4 41 1 0 713.638
5 41 1 0 713.638
6 41 1 0 713.638
7 41 1 0 713.638
8 41 1 0 713.638
9 41 1 0 713.638
10 41 1 0 713.638
11 41 1 0 713.638
12 41 1 0 713.638
13 41 1 0 713.638
14 41 1 0 713.638
15 41 1 0 713.638

Built ZO model 149 iterations, Time 8
Total steps 100128, skipped 0, slept 0
Beta components dropped finally: 0 Left: 672

---Resubstitution results---
Confusion Table:
Training set loglikelihood -49.4923595214 Average -1.23730898804
Log prior (penalty) 1807.31 Log posterior 1757.82

One-vs-All view: Class 0
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	0	0
	Not Retrieved	3	37
Precision = 100
Recall  = 0
F1 = 0
ROC area under curve 0

One-vs-All view: Class 1
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	0	0
	Not Retrieved	1	39
Precision = 100
Recall  = 0
F1 = 0
ROC area under curve 0

One-vs-All view: Class 2
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	11	9
	Not Retrieved	0	20
Precision = 55
Recall  = 100
F1 = 70.9677
ROC area under curve 93.75

One-vs-All view: Class 3
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	2	0
	Not Retrieved	1	37
Precision = 100
Recall  = 66.6667
F1 = 80
ROC area under curve 96.0526

One-vs-All view: Class 4
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	6	3
	Not Retrieved	0	31
Precision = 66.6667
Recall  = 100
F1 = 80
ROC area under curve 94.2652

One-vs-All view: Class 5
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	2	0
	Not Retrieved	1	37
Precision = 100
Recall  = 66.6667
F1 = 80
ROC area under curve 97.3684

One-vs-All view: Class 6
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	1	0
	Not Retrieved	2	37
Precision = 100
Recall  = 33.3333
F1 = 50
ROC area under curve 100

One-vs-All view: Class 7
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	0	0
	Not Retrieved	1	39
Precision = 100
Recall  = 0
F1 = 0
ROC area under curve 0

One-vs-All view: Class 8
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	1	0
	Not Retrieved	0	39
Precision = 100
Recall  = 100
F1 = 100
ROC area under curve 100

One-vs-All view: Class 9
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	0	0
	Not Retrieved	2	38
Precision = 100
Recall  = 0
F1 = 0
ROC area under curve 0

One-vs-All view: Class 10
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	1	0
	Not Retrieved	0	39
Precision = 100
Recall  = 100
F1 = 100
ROC area under curve 100

One-vs-All view: Class 11
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	0	0
	Not Retrieved	1	39
Precision = 100
Recall  = 0
F1 = 0
ROC area under curve 0

One-vs-All view: Class 12
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	0	0
	Not Retrieved	1	39
Precision = 100
Recall  = 0
F1 = 0
ROC area under curve 0

One-vs-All view: Class 13
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	1	0
	Not Retrieved	0	39
Precision = 100
Recall  = 100
F1 = 100
ROC area under curve 100

One-vs-All view: Class 14
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	1	0
	Not Retrieved	0	39
Precision = 100
Recall  = 100
F1 = 100
ROC area under curve 94.8718

One-vs-All view: Class 15
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	1	1
	Not Retrieved	0	38
Precision = 50
Recall  = 100
F1 = 66.6667
ROC area under curve 100
Time 8
