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Multi-Label Ensemble Learning

Published on Nov 30, 20113372 Views

Multi-label learning aims at predicting potentially multiple labels for a given instance. Conventional multi-label learning approaches focus on exploiting the label correlations to improve the accurac

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Chapter list

Multi-Label Ensemble Learning00:00
Multi-Label Learning00:18
MLL Task and its Challenges01:04
Related works02:00
Motivation02:33
Multi-Label Ensemble Learning03:11
Challenges in Multi-Label Ensemble03:42
ML-HSIC Measure04:22
ML-NCL Measure04:50
Multi - objective Optimization - 105:23
Multi - objective Optimization - 206:21
Multi - objective Optimization - 306:54
EnML07:32
Experiment Setup - 107:44
Experiment Setup - 208:18
Experiment Results09:02
Parameter Experiments - 110:08
Parameter Experiments - 210:46
Conclusion11:13
Thanks11:54