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TransEdge: Translating Relation-contextualized Embeddings for Knowledge Graphs
Published on Dec 10, 201985 Views
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Chapter list
TransEdge: Translating Relation-Contextualized Embeddings for Knowledge Graphs00:00
Introduction00:16
Knowledge Graphs00:39
Knowledge Graph Embedding00:52
Weakness of Translational KGE02:16
Existing Approaches03:19
Our Approach - TransEdge - 104:22
Our Approach - TransEdge - 205:28
TransEdge05:33
TransEdge - Formulation06:07
TransEdge - Contextualization Operation (𝜓 𝐡𝑐 ,𝐭𝑐 , r) - 106:47
TransEdge - Contextualization Operation (𝜓 𝐡𝑐 ,𝐭𝑐 , r) - 207:45
TransEdge – Loss Function08:36
Task 1: Entity Alignment09:20
Task 2: Link Prediction10:18
Experiments - 110:38
Experiments - 210:43
Experiments – Link Prediction 11:47
Experiments - Analysis - 112:21
Experiments - Analysis - 213:25
Experiments – Conventional Entity Alignment13:49
Conclusion - 114:02
Conclusion - 214:03