
Bayesian Multinomial Logistic Regression - Classification 	Ver. 2.02
Command line:  ../BMRclassify -r shenzhi.results shenzhi.testing shenzhi.model
Log Level: 0
Data file for Testing: shenzhi.testing
Read Model file: shenzhi.model
Result file: shenzhi.results	 Format: probabilities

---Validation results---
Cases of trained classes 2353  Other 0  Total 2353
Confusion Table:
   Belongs\Assigned        1       2       3       4       5       6       7       8       9      10      11      12      13      14      15      16      17      18      19      20      21      22      23      24
                   1       0       0       0       0       0       0       0       0       1       0       0       0       4       0       0       1       0       0       1       0       0       3       0       0
                   2       0      40       0       5       0       3       0       2       1       0       0       0       1       1       0       0       0       0       0       1       1       1       0       0
                   3       0       0       7       3       0       4       0       0       0       0       0       0       2       0       0       0       0       1       0       0       1       1       1       0
                   4       0       1       2      65       0      11       0       2       0       1       0       0       4       0       2       1       4       0       4       3       2       5       3       1
                   5       0       0       0       1       0       1       0       0       0       0       0       0       0       1       0       0       0       0       0       1       0       0       1       0
                   6       0       1       0      10       0     208       1       0      16       0       0       0       4       0       0       0       3       2       1       1       2       5       1       0
                   7       0       0       0       0       0       2      53       0       7       0       0       1       0       0       0       0       0       1       4      28       0       0       0       0
                   8       0       4       0       1       0       1       0       9       1       0       0       1       3       0       0       1       0       0       1       0       0       0       0       0
                   9       0       0       0       2       0      20       1       0     318      11       0       4       1      15       1       0       0       0       4      25       9       7       3       0
                  10       0       0       0       0       0       0       0       0       8      26       0       0       1       2       0       0       0       0       0       2       3       6       0       0
                  11       0       0       0       1       0       1       0       0       0       0       0       0       0       0       0       0       0       0       0       0       0       0       0       0
                  12       0       0       0       0       0       0       1       0       3       0       0      30       0       7       0       0       0       0       1       3       0       0       0       0
                  13       0       1       0       1       0       1       0       0       3       2       0       0      44       4       0       3       0       0       0       2       5      11       2       0
                  14       0       0       0       1       0       3       0       0      18       0       0       5       1     151       1       0       0       0       0      21       1       1       0       0
                  15       0       0       0       1       0       1       1       0       5       1       0       0       0       1       1       0       0       0       2       1       2       1       0       0
                  16       1       0       0       1       0       2       1       0       1       0       0       0       2       0       0       8       0       0       1       1       0       1       0       0
                  17       0       0       0       5       0       4       0       0       0       1       0       0       0       0       0       1      12       0       4       1       0       1       3       0
                  18       0       0       1       2       0       8       0       0       0       0       0       0       0       0       0       1       2       1       0       1       0       1       1       0
                  19       0       0       1       4       0       1      15       0       3       1       0       0       1       0       0       1       1       0     126       7       2       5       1       0
                  20       0       1       0       0       0       2      19       0      23       1       0       2       0      14       0       0       0       0       9     362       1       0       0       0
                  21       0       0       1       1       0       5       2       0       9       1       0       1       5       4       0       0       0       0       2       6      85       1       0       0
                  22       1       0       0       0       0       8       1       1       9       3       0       0       3       1       0       0       0       0       5       1       2      73       0       0
                  23       0       0       0       3       0       4       0       0       2       0       0       0       0       2       0       0       2       0       4       2       2       0      32       0
                  24       0       0       0       2       0       2       0       1       0       1       0       0       0       0       0       0       0       0       1       0       0       0       0       0
Total errors: 702 out of 2353, 29.8343%
Test set loglikelihood -5222.06 Average -2.21932

One-vs-All view: Class 1
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	0	2
	Not Retrieved	10	2341
Precision = 0
Recall  = 0
F1 = 0
ROC area under curve 91.8907

One-vs-All view: Class 2
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	40	8
	Not Retrieved	16	2289
Precision = 83.3333
Recall  = 71.4286
F1 = 76.9231
ROC area under curve 96.9914

One-vs-All view: Class 3
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	7	5
	Not Retrieved	13	2328
Precision = 58.3333
Recall  = 35
F1 = 43.75
ROC area under curve 88.339

One-vs-All view: Class 4
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	65	44
	Not Retrieved	46	2198
Precision = 59.633
Recall  = 58.5586
F1 = 59.0909
ROC area under curve 92.8623

One-vs-All view: Class 5
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	0	0
	Not Retrieved	5	2348
Precision = 100
Recall  = 0
F1 = 0
ROC area under curve 81.5077

One-vs-All view: Class 6
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	208	84
	Not Retrieved	47	2014
Precision = 71.2329
Recall  = 81.5686
F1 = 76.0512
ROC area under curve 94.505

One-vs-All view: Class 7
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	53	42
	Not Retrieved	43	2215
Precision = 55.7895
Recall  = 55.2083
F1 = 55.4974
ROC area under curve 87.9435

One-vs-All view: Class 8
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	9	6
	Not Retrieved	13	2325
Precision = 60
Recall  = 40.9091
F1 = 48.6486
ROC area under curve 95.3258

One-vs-All view: Class 9
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	318	110
	Not Retrieved	103	1822
Precision = 74.2991
Recall  = 75.5344
F1 = 74.9117
ROC area under curve 90.7869

One-vs-All view: Class 10
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	26	23
	Not Retrieved	22	2282
Precision = 53.0612
Recall  = 54.1667
F1 = 53.6082
ROC area under curve 93.971

One-vs-All view: Class 11
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	0	0
	Not Retrieved	2	2351
Precision = 100
Recall  = 0
F1 = 0
ROC area under curve 59.4428

One-vs-All view: Class 12
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	30	14
	Not Retrieved	15	2294
Precision = 68.1818
Recall  = 66.6667
F1 = 67.4157
ROC area under curve 94.1941

One-vs-All view: Class 13
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	44	32
	Not Retrieved	35	2242
Precision = 57.8947
Recall  = 55.6962
F1 = 56.7742
ROC area under curve 92.5715

One-vs-All view: Class 14
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	151	52
	Not Retrieved	52	2098
Precision = 74.3842
Recall  = 74.3842
F1 = 74.3842
ROC area under curve 93.5536

One-vs-All view: Class 15
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	1	4
	Not Retrieved	16	2332
Precision = 20
Recall  = 5.88235
F1 = 9.09091
ROC area under curve 69.2234

One-vs-All view: Class 16
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	8	9
	Not Retrieved	11	2325
Precision = 47.0588
Recall  = 42.1053
F1 = 44.4444
ROC area under curve 91.3228

One-vs-All view: Class 17
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	12	12
	Not Retrieved	20	2309
Precision = 50
Recall  = 37.5
F1 = 42.8571
ROC area under curve 87.6562

One-vs-All view: Class 18
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	1	4
	Not Retrieved	17	2331
Precision = 20
Recall  = 5.55556
F1 = 8.69565
ROC area under curve 88.0324

One-vs-All view: Class 19
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	126	44
	Not Retrieved	43	2140
Precision = 74.1176
Recall  = 74.5562
F1 = 74.3363
ROC area under curve 95.4456

One-vs-All view: Class 20
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	362	107
	Not Retrieved	72	1812
Precision = 77.1855
Recall  = 83.4101
F1 = 80.1772
ROC area under curve 90.8358

One-vs-All view: Class 21
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	85	33
	Not Retrieved	38	2197
Precision = 72.0339
Recall  = 69.1057
F1 = 70.5394
ROC area under curve 93.3997

One-vs-All view: Class 22
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	73	50
	Not Retrieved	35	2195
Precision = 59.3496
Recall  = 67.5926
F1 = 63.2035
ROC area under curve 96.0505

One-vs-All view: Class 23
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	32	16
	Not Retrieved	21	2284
Precision = 66.6667
Recall  = 60.3774
F1 = 63.3663
ROC area under curve 93.3002

One-vs-All view: Class 24
Confusion matrix:   Relevant	Not Relevant
	Retrieved    	0	1
	Not Retrieved	7	2345
Precision = 0
Recall  = 0
F1 = 0
ROC area under curve 83.5586
Time 5
