=== Run information ===

Scheme:       weka.classifiers.rules.PART -M 2 -C 0.25 -Q 1
Relation:     cell
Instances:    116
Attributes:   15155
              [list of attributes omitted]
Test mode:    10-fold cross-validation

=== Classifier model (full training set) ===

PART decision list
------------------

Attr0.0734991 <= -0.858905 AND
Attr178.61014 > 14.751229: cancer (46.0)

Attr3901.5565 <= 1.47275 AND
Attr0.08396784 <= 9.457747: control (47.0)

Attr544.36118 <= 2.462186: benign (16.0)

Attr18871.583 > 0.043749: cancer (4.0)

: control (3.0)

Number of Rules  : 	5


Time taken to build model: 9.2 seconds

=== Stratified cross-validation ===
=== Summary ===

Correctly Classified Instances         101               87.069  %
Incorrectly Classified Instances        15               12.931  %
Kappa statistic                          0.7878
Mean absolute error                      0.0884
Root mean squared error                  0.2938
Relative absolute error                 21.6927 %
Root relative squared error             65.1696 %
Total Number of Instances              116     

=== Detailed Accuracy By Class ===

TP Rate   FP Rate   Precision   Recall  F-Measure   Class
  0.688     0.05       0.688     0.688     0.688    benign
  0.88      0.076      0.898     0.88      0.889    cancer
  0.92      0.076      0.902     0.92      0.911    control

=== Confusion Matrix ===

  a  b  c   <-- classified as
 11  5  0 |  a = benign
  1 44  5 |  b = cancer
  4  0 46 |  c = control