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COALA – Correlation Aware Active Learning of Link Specifications
Published on Feb 4, 20254059 Views
Link Discovery plays a central role in the creation of knowledge bases that abide by the five Linked Data principles. Over the last years, several active learning approaches have been developed and us
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Presentation
COALA: Correlation-Aware Active Learning of Link Speci00:00
Motivation00:20
Why Link Discovery?00:22
Learning Complex Specifiactions - 102:24
Learning Complex Specifiactions - 203:52
Learning Complex Specifiactions - 404:26
Learning Complex Specifiactions - 504:35
Learning Complex Specifiactions - 604:51
Learning Complex Specifiactions - 704:58
Learning Complex Specifiactions - 805:13
Learning Complex Specifiactions - 905:19
Approach05:35
Basic Idea - 105:37
Basic Idea - 205:49
Basic Idea - 306:35
Graph Clustering08:45
BorderFlow - 110:15
BorderFlow - 211:58
BorderFlow - 412:06
BorderFlow - 512:36
BorderFlow - 613:05
Spreading Activation - 113:27
Spreading Activation - 214:23
Spreading Activation - 315:19
Evaluation15:55
Parameters for WD17:08
Conclusion and Future Work18:24
Thank You! Questions?19:26
Similarity of Candidates20:33
Why is it difficult? - 120:46
Why is it difficult? - 221:13
Learning Complex Specifiactions - 325:26
F-Scores25:43
Experimental Setup25:56
Parameters for CL26:39
BorderFlow - 327:18