Table 2.
LED concept, 100 000 examples. One change point: t 0 = 50 000. Columns A, w = 0; columns B, w = 100; columns C, w = 500; and columns D, w = 1000.
| Classifiers | Lowest accuracy around change point (%) | Final accuracy (%) | Time (s) | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| A | B | C | D | A | B | C | D | A | B | C | D | |
| FAE | 45,1 | 50,9 | 55,1 | 54,1 | 73,15 | 73,2 | 73,16 | 73,15 | 63,01 | 64,55 | 66,75 | 68,09 |
| AUE | 19,9 | 15,6 | 26,6 | 31 | 72,84 | 72,99 | 72,95 | 72,89 | 128,12 | 118,81 | 109,25 | 125,49 |
| AWE | 45,2 | 44,7 | 27,5 | 29,7 | 73,13 | 73,12 | 72,97 | 72,87 | 234,52 | 238,35 | 230,43 | 204,13 |
| OzaBagAdwin | 33,6 | 61,6 | 61,1 | 57,8 | 72,68 | 73,53 | 73,48 | 73,44 | 101,57 | 102,13 | 101,43 | 102,68 |
| Hoeffding Tree | 16,9 | 18 | 21,7 | 26,7 | 69,24 | 69,24 | 69,26 | 69,24 | 9,05 | 8,95 | 8,36 | 9,05 |