Title | ||
---|---|---|
Dynamic ensemble selection for multi-class classification with one-class classifiers. |
Abstract | ||
---|---|---|
•Dynamic ensemble selection for multi-class decomposition with one-class classifiers.•Efficient framework for difficult data with high number of classes.•Removal of non-competent classifiers from decision making process.•Threshold-based selection mechanism for further ensemble pruning•Extensive experimental study backed-up with statistical analysis. |
Year | DOI | Venue |
---|---|---|
2018 | 10.1016/j.patcog.2018.05.015 | Pattern Recognition |
Keywords | Field | DocType |
Machine learning,Classifier ensemble,One-class classification,Multi-class decomposition,Dynamic classifier selection,Ensemble pruning | Ensemble selection,Pattern recognition,Binary decomposition,Robustness (computer science),Artificial intelligence,Classifier (linguistics),Machine learning,Mathematics,Multiclass classification,Statistical analysis | Journal |
Volume | Issue | ISSN |
83 | 1 | 0031-3203 |
Citations | PageRank | References |
6 | 0.41 | 50 |
Authors | ||
5 |
Name | Order | Citations | PageRank |
---|---|---|---|
Bartosz Krawczyk | 1 | 721 | 60.97 |
Mikel Galar | 2 | 1003 | 40.90 |
Michal Wozniak | 3 | 764 | 83.90 |
Humberto Bustince | 4 | 1938 | 134.10 |
Francisco Herrera | 5 | 27391 | 1168.49 |