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: 0.98 seconds

Time taken to test model on training data: 1.58 seconds

=== Error on training data ===

Correctly Classified Instances          48              100      %
Incorrectly Classified Instances         0                0      %
Kappa statistic                          1     
Mean absolute error                      0.02  
Root mean squared error                  0.02  
Relative absolute error                  4      %
Root relative squared error              4      %
Total Number of Instances               48     


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


=== Confusion Matrix ===

  a  b   <-- classified as
 24  0 |  a = normal
  0 24 |  b = Non_small_cell_lung_cancer

Time taken to perform cross-validation: 1.81 seconds


=== Stratified cross-validation ===

Correctly Classified Instances          45               93.75   %
Incorrectly Classified Instances         3                6.25   %
Kappa statistic                          0.875 
Mean absolute error                      0.0882
Root mean squared error                  0.2443
Relative absolute error                 17.6471 %
Root relative squared error             48.8625 %
Total Number of Instances               48     


=== Detailed Accuracy By Class ===

                 TP Rate  FP Rate  Precision  Recall   F-Measure  MCC      ROC Area  PRC Area  Class
                 1,000    0,125    0,889      1,000    0,941      0,882    0,938     0,889     normal
                 0,875    0,000    1,000      0,875    0,933      0,882    0,938     0,938     Non_small_cell_lung_cancer
Weighted Avg.    0,938    0,063    0,944      0,938    0,937      0,882    0,938     0,913     


=== Confusion Matrix ===

  a  b   <-- classified as
 24  0 |  a = normal
  3 21 |  b = Non_small_cell_lung_cancer