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Knowledge Graph Fact Prediction via Knowledge-Enriched Tensor Factorization
Published on Nov 27, 2019440 Views
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Chapter list
Knowledge Graph Fact Prediction via Knowledge-Enriched Tensor Factorization00:00
Knowledge graphs00:13
Combine knowledge graphs and machine learning00:29
Knowledge Graphs⬄Machine Learning00:37
KGFP Contributions01:24
Knowledge Graph03:19
Knowledge Graph as Tensor: attacked03:31
Knowledge Graph as Tensor: president03:57
Knowledge Graph as Tensor: citizen and spouse04:05
Learning Embeddings for Entities and Relations: Part 104:37
Learning Embeddings for Entities and Relations: Part 204:55
Learning Embeddings for Entities and Relations: Part 305:35
Objective Function to Jointly Learn Embeddings06:05
Relation Similarity as Prior Information06:52
Relation Similarity07:12
Transitivity Best08:31
Evaluation on eight datasets09:34
Experimental results10:51
Results: High Density KGs11:40
Results: Low Density KGs12:18
Results: Compared to Neural Systems12:52
Future Work13:11
Conclusions13:53
More information14:43