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Transductive Inference for Class Membership Propagation in Web Ontologies
Published on Jul 08, 20133574 Views
The increasing availability of structured machine-processable knowledge in the context of the Semantic Web, allows for inductive methods to back and complement purely deductive reasoning in tasks wher
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Chapter list
Transductive Inference for Class-Membership Propagation in Web Ontologies00:00
Motivation00:11
Learning from DL Representations01:10
Generative vs. Discriminative Models - 101:52
Generative vs. Discriminative Models - 202:44
Leveraging unlabelled instances03:58
Inductive vs. Transductive Semi-Supervised Learning05:41
Performing Transductive Semi-Supervised inference06:56
Clustered structures in Web Ontologies - 109:27
Clustered structures in Web Ontologies - 210:18
Propagating knowledge in the AIFB Affiliations Ontology10:31
Propagating membership knowledge among instances - 213:35
Propagating membership knowledge among instances - 116:01
Working around the irrelevant roles issue16:46
Results Method16:54
Conclusions18:13