Research Article
Robust Framework to Combine Diverse Classifiers Assigning Distributed Confidence to Individual Classifiers at Class Level
Table 8
Confusion matrices of (a) Adaboost, (b) Bagging, (c) RSM, and (d) proposed approach using Satimage dataset.
(a) |
| | | | | | | |
| | 363 | 0 | 22 | 2 | 4 | 69 | | 13 | 177 | 0 | 2 | 13 | 6 | | 2 | 0 | 394 | 5 | 0 | 6 | | 4 | 0 | 60 | 14 | 0 | 110 | | 30 | 2 | 1 | 3 | 137 | 39 | | 1 | 0 | 17 | 11 | 2 | 421 |
|
|
(b) |
| | | | | | | |
| | 446 | 1 | 9 | 0 | 4 | 0 | | 0 | 206 | 0 | 3 | 1 | 1 | | 2 | 2 | 391 | 10 | 0 | 2 | | 2 | 1 | 34 | 120 | 1 | 30 | | 9 | 2 | 0 | 0 | 188 | 13 | | 0 | 2 | 6 | 21 | 5 | 418 |
|
|
(c) |
| | | | | | | |
| | 450 | 1 | 9 | 0 | 0 | 0 | | 0 | 255 | 0 | 2 | 3 | 1 | | 1 | 3 | 390 | 8 | 0 | 5 | | 1 | 1 | 34 | 120 | 1 | 30 | | 13 | 2 | 0 | 1 | 177 | 19 | | 0 | 1 | 7 | 27 | 4 | 413 |
|
|
(d) |
| | | | | | | |
| | 448 | 2 | 10 | 0 | 0 | 0 | | 1 | 204 | 0 | 1 | 5 | 0 | | 1 | 0 | 393 | 8 | 4 | 1 | | 1 | 0 | 12 | 153 | 14 | 8 | | 1 | 0 | 1 | 6 | 202 | 2 | | 0 | 1 | 3 | 11 | 23 | 414 |
|
|