
Bayesian Multinomial Logistic Regression - Training 	Ver. 2.02
Command line:  /home/pjbonamy/testing/BMRtrain Compass.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.training.bmr
Write Model file: Compass.model
Cases in training data: 90
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) 725.162 Hyperparameter 0.001379
Starting PolyZO model, - Time 00 0 1 0 362.581
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Built ZO model 150 iterations, Time 18
Total steps 103200, skipped 0, slept 0
Beta components dropped finally: 0 Left: 688

---Resubstitution results---
Confusion Table:
Training set loglikelihood -109.898535735 Average -1.2210948415
Log prior (penalty) 1600.08 Log posterior 1490.18

One-vs-All view: Class 0
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	8	0
	Not Retrieved	1	81
Precision = 100
Recall  = 88.8889
F1 = 94.1176
ROC area under curve 87.0427

One-vs-All view: Class 1
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	0	0
	Not Retrieved	1	89
Precision = 100
Recall  = 0
F1 = 0
ROC area under curve 0

One-vs-All view: Class 2
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	16	11
	Not Retrieved	1	62
Precision = 59.2593
Recall  = 94.1176
F1 = 72.7273
ROC area under curve 91.5344

One-vs-All view: Class 3
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	2	0
	Not Retrieved	4	84
Precision = 100
Recall  = 33.3333
F1 = 50
ROC area under curve 92.6136

One-vs-All view: Class 4
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	10	4
	Not Retrieved	1	75
Precision = 71.4286
Recall  = 90.9091
F1 = 80
ROC area under curve 93.1391

One-vs-All view: Class 5
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	7	3
	Not Retrieved	2	78
Precision = 70
Recall  = 77.7778
F1 = 73.6842
ROC area under curve 86.375

One-vs-All view: Class 6
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	1	0
	Not Retrieved	6	83
Precision = 100
Recall  = 14.2857
F1 = 25
ROC area under curve 100

One-vs-All view: Class 7
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	0	0
	Not Retrieved	1	89
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	89
Precision = 100
Recall  = 100
F1 = 100
ROC area under curve 100

One-vs-All view: Class 9
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	2	5
	Not Retrieved	5	78
Precision = 28.5714
Recall  = 28.5714
F1 = 28.5714
ROC area under curve 76.42

One-vs-All view: Class 10
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	1	0
	Not Retrieved	1	88
Precision = 100
Recall  = 50
F1 = 66.6667
ROC area under curve 100

One-vs-All view: Class 11
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	2	0
	Not Retrieved	0	88
Precision = 100
Recall  = 100
F1 = 100
ROC area under curve 99.4318

One-vs-All view: Class 12
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	0	0
	Not Retrieved	1	89
Precision = 100
Recall  = 0
F1 = 0
ROC area under curve 0

One-vs-All view: Class 13
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	5	4
	Not Retrieved	1	80
Precision = 55.5556
Recall  = 83.3333
F1 = 66.6667
ROC area under curve 97.3937

One-vs-All view: Class 14
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	1	0
	Not Retrieved	1	88
Precision = 100
Recall  = 50
F1 = 66.6667
ROC area under curve 95.5056

One-vs-All view: Class 15
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	6	1
	Not Retrieved	2	81
Precision = 85.7143
Recall  = 75
F1 = 80
ROC area under curve 91.0499
Time 18
