Review Article

Rule-Based Classification Based on Ant Colony Optimization: A Comprehensive Review

Table 5

List of datasets used in previous AntMiner implementations.

NameNumber ofAttribute typesImplementation
InstancesClassesAttributes

Ljubljana breast cancer282–28629Categorical[1, 2, 56, 62, 64, 67, 73]
Wisconsin breast cancer683–69929Continuous[1, 2, 5658, 6164, 73]
Hepatitis155219Mixed[1, 56, 63, 64, 67, 7173, 75]
Dermatology358–366634Mixed[1, 56, 6365, 67, 73]
Tic-tac-toe95829Categorical[2, 56, 58, 6165, 67, 68, 73]
Cleveland heart disease30358Mixed[56, 64, 73]
Chess3196236Categorical[69]
House-votes-84434216Categorical[69]
Web-mining 11243159[69]
Web-mining 21243293[69]
Web-mining 31243339[69]
Uniprot 15402 × 2153Categorical[77]
Uniprot 213432 × 2156Categorical[77]
Uniprot 318722 × 2102Categorical[77]
Uniprot 418262 × 2101Categorical[77]
Uniprot 56222 × 234Categorical[77]
German credit scoring1000230Mixed[62, 73]
Ripley’s22Continuous[2, 62]
Diabetes76828Continuous[73]
Thyroid3772430Mixed[73]
Ionosphere350–351234Continuous[63, 65, 67, 7173, 75]
Contraceptive method choice147339Mixed[2, 65, 67]
Iris15034Continuous[2, 67, 68, 72]
Teacher assistant evaluation15135Mixed[2, 63, 65, 68]
Balance scale62534Categorical[2, 63, 65, 67, 68]
car172846Categorical[2, 63, 65, 67, 68]
Wine178313Continuous[2, 65, 68, 71, 75, 78]
Wdbc569230Continuous[63, 71, 75]
Crx690215Mixed[71, 75]
Glass213–21479Continuous[63, 65, 67, 68, 71, 75]
Australian690214Mixed[71, 75]
Heart270213Mixed[63, 71, 72, 75]
Congress house votes435217Categorical[63]
Credit history Australia690214Mixed[63, 65, 67, 68, 72]
Credit history Germany1000219–20Mixed[63, 65, 72]
Ecoli336–36687Continuous[63, 67, 72]
Haberman30723Continuous[63]
Hayes Roth132–16035Categorical[63, 65, 67, 68]
Image segmentation2310719Continuous[63]
Mammographic mass96125Continuous[63]
Pima Indian diabetes76828Continuous[63, 67]
SPECT heart267222Categorical[63, 65]
Transfusion blood74824Continuous[63, 72]
Vehicle282418[63]
Zoo282716Mixed[63, 65, 68]
Annealing896638Mixed[72]
Automobile205725Mixed[72]
Breast cancer W569230Continuous[67, 72]
Cylinder bands540235Mixed[72]
Heart-c303512Mixed[65, 67, 72]
Heart-h294513Mixed[72]
Horse colic365222Mixed[72]
Parkinsons195222Continuous[72]
Segmentation2269719Continuous[72]
Hill-valley6062100Continuous[67]
Liver-disorder34526Continuous[67]
Tae15135Mixed[67]
Monks43226Categorical[65, 68]
Post-operative patient9038Mixed[65, 68]
Voting records435216Categorical[65, 68]
Audiology2662469Categorical[65]
Breast cancer (Wisconsin)28629Continuous[65]
Mushrooms8124222Categorical[65]
Soybean3071935Categorical[65]
CSTR36063Continuous[78]
CSTR_ distillation252123Continuous[78]

Note: In [67, 71], the original size of the dataset is shown in the table. In the experiment duplicate values were removed and the number of instances was reduced. Information not available.