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Inductive Classification Through Evidence-Based Models and Their Ensembles
Published on Jul 15, 20151573 Views
In the context of Semantic Web, one of the most important issues related to the class-membership prediction task (through inductive models) on ontological knowledge bases concerns the imbalance of t
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Chapter list
Inductive Classi cation through Evidence-based Models and Their Ensembles00:00
Outline00:16
Motivations - 100:45
Motivations - 201:51
Introduction & Motivations03:22
The Dempster-Shafer Theory (DS) - 104:15
The Dempster-Shafer Theory (DS) - 205:45
Evidential TDTs06:16
An example of ETDT07:09
Evidential Terminological Random Forests08:08
Learning Evidential Terminological Random Forests09:06
Learning ETRF - 109:59
Learning ETRF - 210:28
Predicting membership for unseen individuals - 111:55
Predicting membership for unseen individuals - 213:45
Experiments15:21
Some results... - 116:23
Some results... - 216:27
Discussion16:58
Conclusions and Further Extensions17:46
Thank you!18:26