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: 1.83 seconds

Time taken to test model on training data: 4.46 seconds

=== Error on training data ===

Correctly Classified Instances         115              100      %
Incorrectly Classified Instances         0                0      %
Kappa statistic                          1     
Mean absolute error                      0.0126
Root mean squared error                  0.0146
Relative absolute error                  3.6266 %
Root relative squared error              3.4961 %
Total Number of Instances              115     


=== 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     breast_cancer_mixed
                 1,000    0,000    1,000      1,000    1,000      1,000    1,000     1,000     breast_cancer_dcis
                 1,000    0,000    1,000      1,000    1,000      1,000    1,000     1,000     breast_cancer_idc
                 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  c  d   <-- classified as
 42  0  0  0 |  a = breast_cancer_mixed
  0 31  0  0 |  b = breast_cancer_dcis
  0  0 36  0 |  c = breast_cancer_idc
  0  0  0  6 |  d = normal

Time taken to perform cross-validation: 5.33 seconds


=== Stratified cross-validation ===

Correctly Classified Instances          29               25.2174 %
Incorrectly Classified Instances        86               74.7826 %
Kappa statistic                         -0.0634
Mean absolute error                      0.374 
Root mean squared error                  0.5965
Relative absolute error                107.4451 %
Root relative squared error            143.2593 %
Total Number of Instances              115     


=== Detailed Accuracy By Class ===

                 TP Rate  FP Rate  Precision  Recall   F-Measure  MCC      ROC Area  PRC Area  Class
                 0,333    0,425    0,311      0,333    0,322      -0,090   0,447     0,341     breast_cancer_mixed
                 0,161    0,310    0,161      0,161    0,161      -0,148   0,438     0,243     breast_cancer_dcis
                 0,222    0,253    0,286      0,222    0,250      -0,033   0,513     0,327     breast_cancer_idc
                 0,333    0,083    0,182      0,333    0,235      0,190    0,521     0,095     normal
Weighted Avg.    0,252    0,322    0,256      0,252    0,252      -0,073   0,469     0,297     


=== Confusion Matrix ===

  a  b  c  d   <-- classified as
 14 13 12  3 |  a = breast_cancer_mixed
 14  5  8  4 |  b = breast_cancer_dcis
 14 12  8  2 |  c = breast_cancer_idc
  3  1  0  2 |  d = normal