KR-VS-KP Data Set (UCI)
Number of features = 36
Total number of instances = 3196
Number of classes: 2
probability of class 0 in the whole set: 0.522215
probability of class 1 in the whole set: 0.477785
feature 0, with number of values = 2
feature 1, with number of values = 2
feature 2, with number of values = 2
feature 3, with number of values = 2
feature 4, with number of values = 2
feature 5, with number of values = 2
feature 6, with number of values = 2
feature 7, with number of values = 2
feature 8, with number of values = 2
feature 9, with number of values = 2
feature 10, with number of values = 2
feature 11, with number of values = 2
feature 12, with number of values = 2
feature 13, with number of values = 2
feature 14, with number of values = 3
feature 15, with number of values = 2
feature 16, with number of values = 2
feature 17, with number of values = 2
feature 18, with number of values = 2
feature 19, with number of values = 2
feature 20, with number of values = 2
feature 21, with number of values = 2
feature 22, with number of values = 2
feature 23, with number of values = 2
feature 24, with number of values = 2
feature 25, with number of values = 2
feature 26, with number of values = 2
feature 27, with number of values = 2
feature 28, with number of values = 2
feature 29, with number of values = 2
feature 30, with number of values = 2
feature 31, with number of values = 2
feature 32, with number of values = 2
feature 33, with number of values = 2
feature 34, with number of values = 2
feature 35, with number of values = 2
Naive Bayes trained on the whole data set:
0/1 loss if no feature was used (error of random):0.477785
feature: 0, with gini loss: 0.499012, with 0/1 loss: 0.477785 (when used alone for prediction)
class: 0
value: 0, prob: 0.887493
value: 1, prob: 0.112507
class: 1
value: 0, prob: 0.888162
value: 1, prob: 0.111838
feature: 1, with gini loss: 0.499007, with 0/1 loss: 0.477785 (when used alone for prediction)
class: 0
value: 0, prob: 0.928187
value: 1, prob: 0.0718133
class: 1
value: 0, prob: 0.93002
value: 1, prob: 0.0699804
feature: 2, with gini loss: 0.494924, with 0/1 loss: 0.462162 (when used alone for prediction)
class: 0
value: 0, prob: 0.978456
value: 1, prob: 0.021544
class: 1
value: 0, prob: 0.943754
value: 1, prob: 0.0562459
feature: 3, with gini loss: 0.498931, with 0/1 loss: 0.477785 (when used alone for prediction)
class: 0
value: 0, prob: 0.902454
value: 1, prob: 0.0975464
class: 1
value: 0, prob: 0.894702
value: 1, prob: 0.105298
feature: 4, with gini loss: 0.498263, with 0/1 loss: 0.474366 (when used alone for prediction)
class: 0
value: 0, prob: 0.683423
value: 1, prob: 0.316577
class: 1
value: 0, prob: 0.646828
value: 1, prob: 0.353172
feature: 5, with gini loss: 0.489285, with 0/1 loss: 0.43219 (when used alone for prediction)
class: 0
value: 0, prob: 0.472172
value: 1, prob: 0.527828
class: 1
value: 0, prob: 0.611511
value: 1, prob: 0.388489
feature: 6, with gini loss: 0.485653, with 0/1 loss: 0.415305 (when used alone for prediction)
class: 0
value: 0, prob: 0.709156
value: 1, prob: 0.290844
class: 1
value: 0, prob: 0.551341
value: 1, prob: 0.448659
feature: 7, with gini loss: 0.472034, with 0/1 loss: 0.391547 (when used alone for prediction)
class: 0
value: 0, prob: 0.873728
value: 1, prob: 0.126272
class: 1
value: 0, prob: 0.681491
value: 1, prob: 0.318509
feature: 8, with gini loss: 0.495401, with 0/1 loss: 0.453431 (when used alone for prediction)
class: 0
value: 0, prob: 0.658887
value: 1, prob: 0.341113
class: 1
value: 0, prob: 0.576194
value: 1, prob: 0.423806
feature: 9, with gini loss: 0.42712, with 0/1 loss: 0.316865 (when used alone for prediction)
class: 0
value: 0, prob: 0.862956
value: 1, prob: 0.137044
class: 1
value: 0, prob: 0.513407
value: 1, prob: 0.486593
feature: 10, with gini loss: 0.496703, with 0/1 loss: 0.469379 (when used alone for prediction)
class: 0
value: 0, prob: 0.536206
value: 1, prob: 0.463794
class: 1
value: 0, prob: 0.603663
value: 1, prob: 0.396337
feature: 11, with gini loss: 0.498897, with 0/1 loss: 0.477785 (when used alone for prediction)
class: 0
value: 0, prob: 0.889886
value: 1, prob: 0.110114
class: 1
value: 0, prob: 0.899281
value: 1, prob: 0.100719
feature: 12, with gini loss: 0.494079, with 0/1 loss: 0.445615 (when used alone for prediction)
class: 0
value: 0, prob: 0.733692
value: 1, prob: 0.266308
class: 1
value: 0, prob: 0.641596
value: 1, prob: 0.358404
feature: 13, with gini loss: 0.496719, with 0/1 loss: 0.473098 (when used alone for prediction)
class: 0
value: 0, prob: 0.999402
value: 1, prob: 0.000598444
class: 1
value: 0, prob: 0.989536
value: 1, prob: 0.0104644
feature: 14, with gini loss: 0.475094, with 0/1 loss: 0.444128 (when used alone for prediction)
class: 0
value: 0, prob: 0.743421
value: 1, prob: 0.208732
value: 2, prob: 0.0478469
class: 1
value: 0, prob: 0.839869
value: 1, prob: 0.0647059
value: 2, prob: 0.0954248
feature: 15, with gini loss: 0.48665, with 0/1 loss: 0.445913 (when used alone for prediction)
class: 0
value: 0, prob: 0.983244
value: 1, prob: 0.0167564
class: 1
value: 0, prob: 0.914977
value: 1, prob: 0.0850229
feature: 16, with gini loss: 0.498942, with 0/1 loss: 0.477785 (when used alone for prediction)
class: 0
value: 0, prob: 0.967086
value: 1, prob: 0.0329144
class: 1
value: 0, prob: 0.971223
value: 1, prob: 0.028777
feature: 17, with gini loss: 0.485548, with 0/1 loss: 0.432198 (when used alone for prediction)
class: 0
value: 0, prob: 0.614004
value: 1, prob: 0.385996
class: 1
value: 0, prob: 0.766514
value: 1, prob: 0.233486
feature: 18, with gini loss: 0.498581, with 0/1 loss: 0.477785 (when used alone for prediction)
class: 0
value: 0, prob: 0.98863
value: 1, prob: 0.0113704
class: 1
value: 0, prob: 0.994114
value: 1, prob: 0.0058862
feature: 19, with gini loss: 0.498985, with 0/1 loss: 0.477785 (when used alone for prediction)
class: 0
value: 0, prob: 0.8462
value: 1, prob: 0.1538
class: 1
value: 0, prob: 0.851537
value: 1, prob: 0.148463
feature: 20, with gini loss: 0.397386, with 0/1 loss: 0.339706 (when used alone for prediction)
class: 0
value: 0, prob: 0.64991
value: 1, prob: 0.35009
class: 1
value: 0, prob: 0.999346
value: 1, prob: 0.000654022
feature: 21, with gini loss: 0.493906, with 0/1 loss: 0.472829 (when used alone for prediction)
class: 0
value: 0, prob: 0.760622
value: 1, prob: 0.239378
class: 1
value: 0, prob: 0.841727
value: 1, prob: 0.158273
feature: 22, with gini loss: 0.495201, with 0/1 loss: 0.459975 (when used alone for prediction)
class: 0
value: 0, prob: 0.9617
value: 1, prob: 0.0383004
class: 1
value: 0, prob: 0.920863
value: 1, prob: 0.0791367
feature: 23, with gini loss: 0.497978, with 0/1 loss: 0.477785 (when used alone for prediction)
class: 0
value: 0, prob: 0.596649
value: 1, prob: 0.403351
class: 1
value: 0, prob: 0.640942
value: 1, prob: 0.359058
feature: 24, with gini loss: 0.49832, with 0/1 loss: 0.475597 (when used alone for prediction)
class: 0
value: 0, prob: 0.998205
value: 1, prob: 0.00179533
class: 1
value: 0, prob: 0.99346
value: 1, prob: 0.00654022
feature: 25, with gini loss: 0.498333, with 0/1 loss: 0.477785 (when used alone for prediction)
class: 0
value: 0, prob: 0.67684
value: 1, prob: 0.32316
class: 1
value: 0, prob: 0.710922
value: 1, prob: 0.289078
feature: 26, with gini loss: 0.490605, with 0/1 loss: 0.4506 (when used alone for prediction)
class: 0
value: 0, prob: 0.97307
value: 1, prob: 0.02693
class: 1
value: 0, prob: 0.913669
value: 1, prob: 0.0863309
feature: 27, with gini loss: 0.498946, with 0/1 loss: 0.477472 (when used alone for prediction)
class: 0
value: 0, prob: 0.999402
value: 1, prob: 0.000598444
class: 1
value: 0, prob: 0.998692
value: 1, prob: 0.00130804
feature: 28, with gini loss: 0.491182, with 0/1 loss: 0.463098 (when used alone for prediction)
class: 0
value: 0, prob: 0.999402
value: 1, prob: 0.000598444
class: 1
value: 0, prob: 0.968607
value: 1, prob: 0.0313931
feature: 29, with gini loss: 0.498221, with 0/1 loss: 0.477785 (when used alone for prediction)
class: 0
value: 0, prob: 0.949132
value: 1, prob: 0.0508677
class: 1
value: 0, prob: 0.965337
value: 1, prob: 0.0346632
feature: 30, with gini loss: 0.491087, with 0/1 loss: 0.466268 (when used alone for prediction)
class: 0
value: 0, prob: 0.77678
value: 1, prob: 0.22322
class: 1
value: 0, prob: 0.87312
value: 1, prob: 0.12688
feature: 31, with gini loss: 0.479943, with 0/1 loss: 0.4356 (when used alone for prediction)
class: 0
value: 0, prob: 0.987433
value: 1, prob: 0.0125673
class: 1
value: 0, prob: 0.897973
value: 1, prob: 0.102027
feature: 32, with gini loss: 0.432607, with 0/1 loss: 0.317806 (when used alone for prediction)
class: 0
value: 0, prob: 0.789946
value: 1, prob: 0.210054
class: 1
value: 0, prob: 0.435579
value: 1, prob: 0.564421
feature: 33, with gini loss: 0.498206, with 0/1 loss: 0.477785 (when used alone for prediction)
class: 0
value: 0, prob: 0.609216
value: 1, prob: 0.390784
class: 1
value: 0, prob: 0.648136
value: 1, prob: 0.351864
feature: 34, with gini loss: 0.488327, with 0/1 loss: 0.424987 (when used alone for prediction)
class: 0
value: 0, prob: 0.795332
value: 1, prob: 0.204668
class: 1
value: 0, prob: 0.665795
value: 1, prob: 0.334205
feature: 35, with gini loss: 0.499013, with 0/1 loss: 0.477785 (when used alone for prediction)
class: 0
value: 0, prob: 0.752843
value: 1, prob: 0.247157
class: 1
value: 0, prob: 0.75278
value: 1, prob: 0.24722