Time taken to test model on training data: 0.83 seconds

=== Error on training data ===

Correctly Classified Instances          86              100      %
Incorrectly Classified Instances         0                0      %
Kappa statistic                          1     
Mean absolute error                      0.25  
Root mean squared error                  0.3118
Relative absolute error                 68.3746 %
Root relative squared error             72.9663 %
Total Number of Instances               86     


=== 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     normal
                 1,000    0,000    1,000      1,000    1,000      1,000    1,000     1,000     high_grade_dysplasia
                 1,000    0,000    1,000      1,000    1,000      1,000    1,000     1,000     low_grade_dysplasia
                 1,000    0,000    1,000      1,000    1,000      1,000    1,000     1,000     adenocarcinoma
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 = normal
  0 28  0  0 |  b = high_grade_dysplasia
  0  0 21  0 |  c = low_grade_dysplasia
  0  0  0 25 |  d = adenocarcinoma

Time taken to perform cross-validation: 1.81 seconds


=== Stratified cross-validation ===

Correctly Classified Instances          67               77.907  %
Incorrectly Classified Instances        19               22.093  %
Kappa statistic                          0.6984
Mean absolute error                      0.2713
Root mean squared error                  0.3438
Relative absolute error                 74.1416 %
Root relative squared error             80.4288 %
Total Number of Instances               86     


=== 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     normal
                 0,679    0,138    0,704      0,679    0,691      0,546    0,815     0,606     high_grade_dysplasia
                 0,762    0,123    0,667      0,762    0,711      0,612    0,836     0,583     low_grade_dysplasia
                 0,800    0,049    0,870      0,800    0,833      0,770    0,939     0,815     adenocarcinoma
Weighted Avg.    0,779    0,089    0,784      0,779    0,780      0,691    0,882     0,716     


=== Confusion Matrix ===

  a  b  c  d   <-- classified as
 12  0  0  0 |  a = normal
  0 19  6  3 |  b = high_grade_dysplasia
  0  5 16  0 |  c = low_grade_dysplasia
  0  3  2 20 |  d = adenocarcinoma