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: 2.84 seconds

Time taken to test model on training data: 14.93 seconds

=== Error on training data ===

Correctly Classified Instances         194              100      %
Incorrectly Classified Instances         0                0      %
Kappa statistic                          1     
Mean absolute error                      0.0051
Root mean squared error                  0.0051
Relative absolute error                  1.0204 %
Root relative squared error              1.0204 %
Total Number of Instances              194     


=== 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
 97  0 |  a = normal
  0 97 |  b = adenocarcinoma

Time taken to perform cross-validation: 17.11 seconds


=== Stratified cross-validation ===

Correctly Classified Instances         191               98.4536 %
Incorrectly Classified Instances         3                1.5464 %
Kappa statistic                          0.9691
Mean absolute error                      0.0228
Root mean squared error                  0.1236
Relative absolute error                  4.5682 %
Root relative squared error             24.7252 %
Total Number of Instances              194     


=== Detailed Accuracy By Class ===

                 TP Rate  FP Rate  Precision  Recall   F-Measure  MCC      ROC Area  PRC Area  Class
                 1,000    0,031    0,970      1,000    0,985      0,970    0,984     0,970     normal
                 0,969    0,000    1,000      0,969    0,984      0,970    0,984     0,987     adenocarcinoma
Weighted Avg.    0,985    0,015    0,985      0,985    0,985      0,970    0,984     0,978     


=== Confusion Matrix ===

  a  b   <-- classified as
 97  0 |  a = normal
  3 94 |  b = adenocarcinoma