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: 0.45 seconds

Time taken to test model on training data: 0.54 seconds

=== Error on training data ===

Correctly Classified Instances          35              100      %
Incorrectly Classified Instances         0                0      %
Kappa statistic                          1     
Mean absolute error                      0.027 
Root mean squared error                  0.027 
Relative absolute error                  5.4096 %
Root relative squared error              5.4076 %
Total Number of Instances               35     


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


=== Confusion Matrix ===

  a  b   <-- classified as
 17  0 |  a = normal
  0 18 |  b = NSCLC

Time taken to perform cross-validation: 0.53 seconds


=== Stratified cross-validation ===

Correctly Classified Instances          33               94.2857 %
Incorrectly Classified Instances         2                5.7143 %
Kappa statistic                          0.886 
Mean absolute error                      0.0921
Root mean squared error                  0.2327
Relative absolute error                 18.4176 %
Root relative squared error             46.5077 %
Total Number of Instances               35     


=== Detailed Accuracy By Class ===

                 TP Rate  FP Rate  Precision  Recall   F-Measure  MCC      ROC Area  PRC Area  Class
                 1,000    0,111    0,895      1,000    0,944      0,892    0,961     0,926     normal
                 0,889    0,000    1,000      0,889    0,941      0,892    0,961     0,956     NSCLC
Weighted Avg.    0,943    0,054    0,949      0,943    0,943      0,892    0,961     0,941     


=== Confusion Matrix ===

  a  b   <-- classified as
 17  0 |  a = normal
  2 16 |  b = NSCLC