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: 0.47 seconds

Time taken to test model on training data: 0.64 seconds

=== Error on training data ===

Correctly Classified Instances          51              100      %
Incorrectly Classified Instances         0                0      %
Kappa statistic                          1     
Mean absolute error                      0.0189
Root mean squared error                  0.0189
Relative absolute error                  3.7862 %
Root relative squared error              3.7801 %
Total Number of Instances               51     


=== 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     adenocarcinoma
Weighted Avg.    1,000    0,000    1,000      1,000    1,000      1,000    1,000     1,000     


=== Confusion Matrix ===

  a  b   <-- classified as
 27  0 |  a = normal
  0 24 |  b = adenocarcinoma

Time taken to perform cross-validation: 0.77 seconds


=== Stratified cross-validation ===

Correctly Classified Instances          44               86.2745 %
Incorrectly Classified Instances         7               13.7255 %
Kappa statistic                          0.7226
Mean absolute error                      0.1574
Root mean squared error                  0.3611
Relative absolute error                 31.5847 %
Root relative squared error             72.3471 %
Total Number of Instances               51     


=== Detailed Accuracy By Class ===

                 TP Rate  FP Rate  Precision  Recall   F-Measure  MCC      ROC Area  PRC Area  Class
                 0,926    0,208    0,833      0,926    0,877      0,728    0,859     0,811     normal
                 0,792    0,074    0,905      0,792    0,844      0,728    0,859     0,814     adenocarcinoma
Weighted Avg.    0,863    0,145    0,867      0,863    0,862      0,728    0,859     0,812     


=== Confusion Matrix ===

  a  b   <-- classified as
 25  2 |  a = normal
  5 19 |  b = adenocarcinoma