Options: -K 1 -W 0 -A "weka.core.neighboursearch.LinearNNSearch -A "weka.core.EuclideanDistance -R first-last"" 

=== Classifier model (full training set) ===

IB1 instance-based classifier
using 1 nearest neighbour(s) for classification


Time taken to build model: 0.46 seconds

Time taken to test model on training data: 0.5 seconds

=== Error on training data ===

Correctly Classified Instances          31              100      %
Incorrectly Classified Instances         0                0      %
Kappa statistic                          1     
Mean absolute error                      0.0303
Root mean squared error                  0.0303
Relative absolute error                  6.0665 %
Root relative squared error              6.0638 %
Total Number of Instances               31     


=== 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     Grade_3_reactive_stroma_prostate_cancer
                 1,000    0,000    1,000      1,000    1,000      1,000    1,000     1,000     normal
Weighted Avg.    1,000    0,000    1,000      1,000    1,000      1,000    1,000     1,000     


=== Confusion Matrix ===

  a  b   <-- classified as
 16  0 |  a = Grade_3_reactive_stroma_prostate_cancer
  0 15 |  b = normal

Time taken to perform cross-validation: 0.5 seconds


=== Stratified cross-validation ===

Correctly Classified Instances          12               38.7097 %
Incorrectly Classified Instances        19               61.2903 %
Kappa statistic                         -0.2296
Mean absolute error                      0.603 
Root mean squared error                  0.7489
Relative absolute error                120.6044 %
Root relative squared error            149.6812 %
Total Number of Instances               31     


=== Detailed Accuracy By Class ===

                 TP Rate  FP Rate  Precision  Recall   F-Measure  MCC      ROC Area  PRC Area  Class
                 0,438    0,667    0,412      0,438    0,424      -0,230   0,363     0,447     Grade_3_reactive_stroma_prostate_cancer
                 0,333    0,563    0,357      0,333    0,345      -0,230   0,363     0,423     normal
Weighted Avg.    0,387    0,616    0,385      0,387    0,386      -0,230   0,363     0,436     


=== Confusion Matrix ===

  a  b   <-- classified as
  7  9 |  a = Grade_3_reactive_stroma_prostate_cancer
 10  5 |  b = normal