Research Article

A Bayesian Classifier Learning Algorithm Based on Optimization Model

Table 1

Descriptions of UCI datasets used in the experiments.

NO.Dataset Instances Attributes Classes Missing value (N/Y)

1 Shuttle 15 6 2 N
2 Balloon 16 4 2 N
3 Lenses 24 4 3 N
4 Soybean (small) 47 35 4 N
5 Post-patient 90 8 3 Y
6 Zoo 101 17 7 N
7 Hayes-roth 132 5 3 N
8 Iris 150 4 3 N
9 Glass 214 10 7 N
10 Heart 267 22 2 N
11 Ionosphere 351 34 2 N
12 Monk’s 432 7 2 N
13 Vote 435 16 2 Y
14 Balance-scale 625 5 3 N
15 Tic-tac-toe 958 9 2 N
16 Car-evaluation 1728 6 4 N
17 Chess (kr-vs-kp) 3196 36 2 N
18 Mushroom 8124 22 2 Y
19 Nursery 12960 8 5 N
20 Letter 20000 16 26 N