Research Article
A Comparison Study on Rule Extraction from Neural Network Ensembles, Boosted Shallow Trees, and SVMs
Table 1
Datasets used in the experiments.
| Dataset | #samples | #Attr. | Attr. types | Maj. class (%) | Ref. |
| Australian Credit Appr. | 690 | 14 | bool., cat., int., real | 55.5 | UCI | Breast Cancer | 683 | 9 | int. | 65.0 | UCI | Breast Cancer 2 | 569 | 30 | int., real | 62.7 | UCI | Breast Canc. (prognostic) | 194 | 33 | Real | 76.3 | UCI | Bupa Liver Disorders | 345 | 6 | int., real | 58.0 | UCI | Chess (kr-versus-kp) | 3196 | 36 | bool. | 52.2 | UCI | Coronary Heart Disease | 884 | 16 | bool., real | 64.5 | [8] | German Credit | 1000 | 20 | cat., int. | 70.0 | UCI | Glass (binary) | 163 | 9 | Real | 53.4 | UCI | Haberman | 306 | 3 | int. | 73.5 | UCI | Heart Disease | 270 | 13 | bool., cat., int., real | 55.6 | UCI | ILPD (liver) | 583 | 10 | int., real | 71.5 | UCI | Ionosphere | 351 | 34 | int., real | 64.1 | UCI | Istanbul Stock Exch. | 536 | 8 | Real | 54.9 | UCI | Labor | 57 | 16 | cat., int., real | 64.9 | UCI | Musk1 | 476 | 166 | int. | 56.5 | UCI | Pima Indians | 768 | 8 | int., real | 65.1 | UCI | Promoters | 106 | 58 | cat. | 50.0 | UCI | Saheart | 462 | 9 | bool., int., real | 65.4 | KEEL | Sonar | 208 | 60 | Real | 53.4 | UCI | Spect. Heart | 267 | 22 | bin. | 58.8 | UCI | Splice junct. | 3175 | 60 | cat. | 51.9 | LIBSVM | Svmguide | 7089 | 4 | Real | 56.4 | LIBSVM | Tictactoe | 958 | 9 | cat. | 65.3 | UCI | Vertebral Column | 310 | 6 | Real | 67.7 | UCI |
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