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: 0.55 seconds

Time taken to test model on training data: 0.7 seconds

=== Error on training data ===

Correctly Classified Instances          52              100      %
Incorrectly Classified Instances         0                0      %
Kappa statistic                          1     
Mean absolute error                      0.0178
Root mean squared error                  0.018 
Relative absolute error                  3.5639 %
Root relative squared error              3.5967 %
Total Number of Instances               52     


=== 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     adenocarcinoma
                 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
 26  0 |  a = adenocarcinoma
  0 26 |  b = normal

Time taken to perform cross-validation: 0.74 seconds


=== Stratified cross-validation ===

Correctly Classified Instances          46               88.4615 %
Incorrectly Classified Instances         6               11.5385 %
Kappa statistic                          0.7692
Mean absolute error                      0.1364
Root mean squared error                  0.3315
Relative absolute error                 27.2528 %
Root relative squared error             66.2067 %
Total Number of Instances               52     


=== Detailed Accuracy By Class ===

                 TP Rate  FP Rate  Precision  Recall   F-Measure  MCC      ROC Area  PRC Area  Class
                 0,846    0,077    0,917      0,846    0,880      0,772    0,864     0,837     adenocarcinoma
                 0,923    0,154    0,857      0,923    0,889      0,772    0,864     0,816     normal
Weighted Avg.    0,885    0,115    0,887      0,885    0,884      0,772    0,864     0,826     


=== Confusion Matrix ===

  a  b   <-- classified as
 22  4 |  a = adenocarcinoma
  2 24 |  b = normal