
Bayesian Multinomial Logistic Regression - Training 	Ver. 2.02
Command line:  ../BMRtrain Compass.500+.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+.bmr
Write Model file: Compass.model
Cases in training data: 61
Features in training data: 42
Classes in training data: 16
Design: 43 variables
Total parameters: 688	 Of them fixed: 0
Average square norm (no const term) 1294.19 Hyperparameter 0.000772684
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Built ZO model 199 iterations, Time 9
Total steps 136912, skipped 0, slept 0
Beta components dropped finally: 0 Left: 688

---Resubstitution results---
Confusion Table:
Training set loglikelihood -75.1888675661 Average -1.23260438633
Log prior (penalty) 1809.49 Log posterior 1734.3

One-vs-All view: Class 0
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	7	4
	Not Retrieved	1	49
Precision = 63.6364
Recall  = 87.5
F1 = 73.6842
ROC area under curve 96.5455

One-vs-All view: Class 1
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	0	0
	Not Retrieved	2	59
Precision = 100
Recall  = 0
F1 = 0
ROC area under curve 0

One-vs-All view: Class 2
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	3	0
	Not Retrieved	1	57
Precision = 100
Recall  = 75
F1 = 85.7143
ROC area under curve 98.2759

One-vs-All view: Class 3
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	2	1
	Not Retrieved	0	58
Precision = 66.6667
Recall  = 100
F1 = 80
ROC area under curve 100

One-vs-All view: Class 4
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	0	0
	Not Retrieved	3	58
Precision = 100
Recall  = 0
F1 = 0
ROC area under curve 0

One-vs-All view: Class 5
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	3	1
	Not Retrieved	1	56
Precision = 75
Recall  = 75
F1 = 75
ROC area under curve 96.4912

One-vs-All view: Class 6
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	15	13
	Not Retrieved	0	33
Precision = 53.5714
Recall  = 100
F1 = 69.7674
ROC area under curve 94.4805

One-vs-All view: Class 7
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	0	0
	Not Retrieved	4	57
Precision = 100
Recall  = 0
F1 = 0
ROC area under curve 0

One-vs-All view: Class 8
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	2	0
	Not Retrieved	0	59
Precision = 100
Recall  = 100
F1 = 100
ROC area under curve 98.3051

One-vs-All view: Class 9
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	3	1
	Not Retrieved	2	55
Precision = 75
Recall  = 60
F1 = 66.6667
ROC area under curve 92.1053

One-vs-All view: Class 10
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	2	0
	Not Retrieved	0	59
Precision = 100
Recall  = 100
F1 = 100
ROC area under curve 95.7627

One-vs-All view: Class 11
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	1	1
	Not Retrieved	1	58
Precision = 50
Recall  = 50
F1 = 50
ROC area under curve 97.4576

One-vs-All view: Class 12
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	1	0
	Not Retrieved	1	59
Precision = 100
Recall  = 50
F1 = 66.6667
ROC area under curve 100

One-vs-All view: Class 13
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	0	0
	Not Retrieved	2	59
Precision = 100
Recall  = 0
F1 = 0
ROC area under curve 0

One-vs-All view: Class 14
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	1	0
	Not Retrieved	1	59
Precision = 100
Recall  = 50
F1 = 66.6667
ROC area under curve 98.3333

One-vs-All view: Class 15
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	0	0
	Not Retrieved	2	59
Precision = 100
Recall  = 0
F1 = 0
ROC area under curve 0
Time 9
