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REGNUM: Generating Logical Rules with Numerical Predicates in Knowledge Graphs
Published on Jun 13, 202327 Views
Chapter list
REGNUM Generating Logical Rules with Numerical Predicates in Knowledge Graphs00:00
Outline00:19
Rules on Knowledge Graphs - 100:22
Rules on Knowledge Graphs - 200:40
Rule Mining Techniques01:01
(Numerical) Rule Mining Techniques01:50
Outline - 202:10
REGNUM - 102:23
REGNUM - 202:27
REGNUM - 302:58
REGNUM - 403:15
REGNUM - 504:22
REGNUM: Input04:39
REGNUM: Selection of numerical atoms - 104:51
REGNUM: Selection of numerical atoms - 205:36
REGNUM: Constraining the intervals05:59
Classification based on rule predictions06:44
REGNUM: Building DT - 107:12
REGNUM: Building DT - 207:31
REGNUM - 608:08
Outline - 308:37
Datasets08:41
Parent Rules08:57
Rules Quality Assessment09:02
How does the quality of rules change on average09:46
Knowledge Graph Completion - 110:26
Knowledge Graph Completion - 210:41
Knowledge Graph Completion - 310:53
Knowledge Graph Completion - 411:14
Knowledge Graph Completion - 511:25
Knowledge Graph Completion - 612:05
Outline - 412:32
Conclusion12:35
Questions?!13:23