Table 3 Mean number of queries required to first hit unknown classes
Dataset | Classifier | A.L. | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Iris | SVM | ff | 1.0 | 65.3 | 1.0 | ||||||||
Iris | SVM | c | 1.0 | 6.7 | 2.7 | ||||||||
Iris | SVM | dc | 1.0 | 2.7 | 1.0 | ||||||||
Iris | NNET | ff | 1.0 | 65.3 | 1.0 | ||||||||
Iris | NNET | c | 37.5 | 1.0 | 83.0 | ||||||||
Iris | NNET | dc | 1.0 | 1.3 | 1.0 | ||||||||
Iris | RPART | ff | 1.0 | 65.3 | 1.0 | ||||||||
Iris | RPART | c | 1.0 | 2.0 | 3.3 | ||||||||
Iris | RPART | dc | 1.0 | 1.7 | 1.0 | ||||||||
Cleveland | SVM | ff | 3.2 | 12.5 | 13.5 | 2.3 | 24.2 | ||||||
Cleveland | SVM | c | 2.5 | 7.0 | 8.3 | 19.0 | 39.8 | ||||||
Cleveland | SVM | dc | 2.7 | 14.5 | 8.3 | 4.8 | 8.0 | ||||||
Cleveland | NNET | ff | 3.2 | 12.5 | 13.5 | 2.3 | 24.2 | ||||||
Cleveland | NNET | c | 2.2 | 2.8 | 5.3 | 3.5 | 16.2 | ||||||
Cleveland | NNET | dc | 1.7 | 9.8 | 4.7 | 3.5 | 10.5 | ||||||
Cleveland | RPART | ff | 3.2 | 12.5 | 13.5 | 2.3 | 24.2 | ||||||
Cleveland | RPART | c | 3.0 | 1.0 | 17.7 | 4.3 | 16.2 | ||||||
Cleveland | RPART | dc | 2.2 | 13.2 | 3.5 | 4 | 5.3 | ||||||
Poker | SVM | ff | 4.5 | 2.0 | 2.9 | 17.2 | 27.6 | 85.1 | 39.1 | 63.5 | 200.4 | 63.7 | |
Poker | SVM | c | 1.0 | 3.0 | 19.5 | 42.8 | 112.5 | 112.2 | 146.9 | 222.9 | 250.9 | 248.8 | |
Poker | SVM | dc | 3.0 | 2.0 | 4.6 | 9.0 | 45.0 | 96.6 | 98.2 | 68.1 | 90.0 | 58.8 | |
Poker | NNET | ff | 4.5 | 2.0 | 2.9 | 17.2 | 27.6 | 85.1 | 39.1 | 63.5 | 200.4 | 63.7 | |
Poker | NNET | c | 2.5 | 1.0 | 12.5 | 41.2 | 74.7 | 145.3 | 177.5 | 67.0 | 70.6 | 311.6 | |
Poker | NNET | dc | 2.0 | 2.0 | 7.0 | 26.1 | 49.2 | 38.7 | 74.0 | 63.6 | 114.2 | 95.1 | |
Poker | RPART | ff | 4.5 | 2.0 | 2.9 | 17.2 | 27.6 | 85.1 | 39.1 | 63.5 | 200.4 | 63.7 | |
Poker | RPART | c | 1.0 | 3.0 | 29.0 | 48.0 | 34.1 | 116.8 | 124.5 | 211.6 | 326.5 | 155.9 | |
Poker | RPART | dc | 2.5 | 2.0 | 5.6 | 11.3 | 24.9 | 89.0 | 83.8 | 73.0 | 168.4 | 92.0 | |
Satlog | SVM | ff | 68.0 | 107.0 | 20.9 | 1.6 | 1.1 | 95.8 | |||||
Satlog | SVM | c | 11.5 | 5.2 | 34.1 | 31.6 | 28.1 | 23.1 | |||||
Satlog | SVM | dc | 8.8 | 9.6 | 4.4 | 3.0 | 1.1 | 9.5 | |||||
Satlog | NNET | ff | 68.0 | 107.0 | 20.9 | 1.6 | 1.1 | 95.8 | |||||
Satlog | NNET | c | 4.8 | 6.6 | 7.9 | 2.5 | 24.4 | 6.2 | |||||
Satlog | NNET | dc | 3.5 | 8.4 | 5.0 | 2.5 | 1.2 | 15.9 | |||||
Satlog | RPART | ff | 68.0 | 107.0 | 20.9 | 1.6 | 1.1 | 95.8 | |||||
Satlog | RPART | c | 5.8 | 1.0 | 2.3 | 10.9 | 16.0 | 7.8 | |||||
Satlog | RPART | dc | 7.8 | 7.4 | 4.1 | 2.4 | 1.1 | 11.4 | |||||
Vowels | SVM | ff | 1.1 | 13.0 | 22.6 | 52.2 | 60.5 | 71.4 | 66.4 | 8.2 | 62.1 | 3.9 | 88.6 |
Vowels | SVM | c | 2.5 | 10.0 | 14.0 | 31.0 | 12.3 | 27.3 | 29.0 | 15.0 | 31.3 | 18.3 | 24.0 |
Vowels | SVM | dc | 2.0 | 12.0 | 19.0 | 16.0 | 24.3 | 26.3 | 23.3 | 2.3 | 25.7 | 3.0 | 22.7 |
Vowels | NNET | ff | 1.1 | 13.0 | 22.6 | 52.2 | 60.5 | 71.4 | 66.4 | 8.2 | 62.1 | 3.9 | 88.6 |
Vowels | NNET | c | 27.3 | 13.0 | 4.5 | 7.1 | 13.8 | 7.5 | 9.5 | 14.8 | 5.6 | 11.8 | 5.9 |
Vowels | NNET | dc | 3.6 | 8.4 | 15.9 | 7.8 | 21.6 | 15.5 | 9.5 | 7.5 | 11.9 | 4.8 | 24.3 |
Vowels | RPART | ff | 1.1 | 13.0 | 22.6 | 52.2 | 60.5 | 71.4 | 66.4 | 8.2 | 62.1 | 3.9 | 88.6 |
Vowels | RPART | c | 2.0 | 31.6 | 17.8 | 4.9 | 2.8 | 12.8 | 10.0 | 3.8 | 12.9 | 11.8 | 4.0 |
Vowels | RPART | dc | 1.3 | 8.0 | 39.0 | 17.1 | 13.2 | 30.9 | 10.5 | 3.2 | 26.6 | 6.2 | 39.9 |