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Two Bagging Algorithms with Coupled Learners to Encourage Diversity
Published on Oct 08, 20073243 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
Chapter list
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