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LEARNING '06 Conference

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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