Time taken to test model on training data: 2.29 seconds

=== Error on training data ===

Correctly Classified Instances         130              100      %
Incorrectly Classified Instances         0                0      %
Kappa statistic                          1     
Mean absolute error                      0.24  
Root mean squared error                  0.3162
Relative absolute error                 79.3519 %
Root relative squared error             81.4058 %
Total Number of Instances              130     


=== 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     ependymoma
                 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     medulloblastoma
                 1,000    0,000    1,000      1,000    1,000      1,000    1,000     1,000     normal
                 1,000    0,000    1,000      1,000    1,000      1,000    1,000     1,000     pilocytic_astrocytoma
Weighted Avg.    1,000    0,000    1,000      1,000    1,000      1,000    1,000     1,000     


=== Confusion Matrix ===

  a  b  c  d  e   <-- classified as
 46  0  0  0  0 |  a = ependymoma
  0 34  0  0  0 |  b = glioblastoma
  0  0 22  0  0 |  c = medulloblastoma
  0  0  0 13  0 |  d = normal
  0  0  0  0 15 |  e = pilocytic_astrocytoma

Time taken to perform cross-validation: 5.06 seconds


=== Stratified cross-validation ===

Correctly Classified Instances         124               95.3846 %
Incorrectly Classified Instances         6                4.6154 %
Kappa statistic                          0.9386
Mean absolute error                      0.2428
Root mean squared error                  0.3205
Relative absolute error                 80.1602 %
Root relative squared error             82.4784 %
Total Number of Instances              130     


=== Detailed Accuracy By Class ===

                 TP Rate  FP Rate  Precision  Recall   F-Measure  MCC      ROC Area  PRC Area  Class
                 0,978    0,024    0,957      0,978    0,968      0,950    0,977     0,945     ependymoma
                 0,971    0,021    0,943      0,971    0,957      0,941    0,976     0,923     glioblastoma
                 0,955    0,000    1,000      0,955    0,977      0,973    0,994     0,979     medulloblastoma
                 0,846    0,009    0,917      0,846    0,880      0,868    0,995     0,918     normal
                 0,933    0,009    0,933      0,933    0,933      0,925    0,969     0,882     pilocytic_astrocytoma
Weighted Avg.    0,954    0,016    0,954      0,954    0,954      0,940    0,981     0,935     


=== Confusion Matrix ===

  a  b  c  d  e   <-- classified as
 45  0  0  0  1 |  a = ependymoma
  0 33  0  1  0 |  b = glioblastoma
  1  0 21  0  0 |  c = medulloblastoma
  0  2  0 11  0 |  d = normal
  1  0  0  0 14 |  e = pilocytic_astrocytoma