A Simple and Efficient Algorithm for Variable Ranking and Redundancy Detection
author:
Oscar Luaces,
Artificial Intelligence Center, University of Oviedo at Gijón
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| Slides | |
| 0:00 | A simple and efficient algorithm for variable ranking and redundancy detection |
| 0:19 | Outline |
| 1:12 | Introduction |
| 2:21 | Some state-of-the-art rankers: SVM wrappers |
| 5:26 | Some state-of-the-art rankers: filters pt 1 |
| 7:32 | Some state-of-the-art rankers: filters pt 2 |
| 9:15 | SPE-ranker pt 1 |
| 10:49 | SPE-ranker pt 2 |
| 11:54 | Experimental results |
| 13:25 | Experimental results: performance measure |
| 16:06 | Experimental results - Varying redundancy: AUC-FR |
| 17:57 | Experimental results - Varying redundancy: running time |
| 18:51 | Experimental results - Varying # of irrelevants: AUC-FR |
| 19:31 | Experimental results - Varying # of irrelevants: running time |
| 20:25 | Conclusions |
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