Time taken to test model on training data: 0.59 seconds

=== Error on training data ===

Correctly Classified Instances          37              100      %
Incorrectly Classified Instances         0                0      %
Kappa statistic                          1     
Mean absolute error                      0.25  
Root mean squared error                  0.3118
Relative absolute error                 67.5423 %
Root relative squared error             72.5261 %
Total Number of Instances               37     


=== Detailed Accuracy By Class ===

                 TP Rate  FP Rate  Precision  Recall   F-Measure  MCC      ROC Area  PRC Area  Class
                 1,000    0,000    1,000      1,000    1,000      1,000    1,000     1,000     Glioblastoma
                 1,000    0,000    1,000      1,000    1,000      1,000    1,000     1,000     Astrocytoma
                 1,000    0,000    1,000      1,000    1,000      1,000    1,000     1,000     Oligodendrioglioma
                 1,000    0,000    1,000      1,000    1,000      1,000    1,000     1,000     glioblastoma-cell-line
Weighted Avg.    1,000    0,000    1,000      1,000    1,000      1,000    1,000     1,000     


=== Confusion Matrix ===

  a  b  c  d   <-- classified as
 12  0  0  0 |  a = Glioblastoma
  0  8  0  0 |  b = Astrocytoma
  0  0  7  0 |  c = Oligodendrioglioma
  0  0  0 10 |  d = glioblastoma-cell-line

Time taken to perform cross-validation: 1.36 seconds


=== Stratified cross-validation ===

Correctly Classified Instances          30               81.0811 %
Incorrectly Classified Instances         7               18.9189 %
Kappa statistic                          0.7428
Mean absolute error                      0.2658
Root mean squared error                  0.3361
Relative absolute error                 71.5889 %
Root relative squared error             77.9531 %
Total Number of Instances               37     


=== Detailed Accuracy By Class ===

                 TP Rate  FP Rate  Precision  Recall   F-Measure  MCC      ROC Area  PRC Area  Class
                 0,833    0,120    0,769      0,833    0,800      0,699    0,887     0,712     Glioblastoma
                 0,625    0,103    0,625      0,625    0,625      0,522    0,864     0,533     Astrocytoma
                 0,714    0,033    0,833      0,714    0,769      0,724    0,945     0,729     Oligodendrioglioma
                 1,000    0,000    1,000      1,000    1,000      1,000    1,000     1,000     glioblastoma-cell-line
Weighted Avg.    0,811    0,068    0,813      0,811    0,810      0,747    0,924     0,755     


=== Confusion Matrix ===

  a  b  c  d   <-- classified as
 10  2  0  0 |  a = Glioblastoma
  2  5  1  0 |  b = Astrocytoma
  1  1  5  0 |  c = Oligodendrioglioma
  0  0  0 10 |  d = glioblastoma-cell-line