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Two Bagging Algorithms with Coupled Learners to Encourage Diversity
Published on 2007-10-083253 Views
In this paper, we present two ensemble learning algorithms which make use of boostrapping and out-of-bag estimation in an attempt to inherit the robustness of bagging to overfitting. As against bagg
Presentation
Two bagging algorithms with coupled learners to encourage diversity00:00
Ensemble approach00:16
Diversity in ensembles01:20
NC algorithm02:24
Algorithm (I)03:10
Resampling in ensembles04:36
Algorithm (II)06:03
Training with residuals to compute diversity pt 106:40
Training with residuals to compute diversity pt 206:55
Algorithm (III) pt 107:51
Algorithm (III) pt 208:31
Experiments pt 108:50
Experiments pt 210:25
Concluding Remarks10:52