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The KEEN Universe: An Ecosystem for Knowledge Graph Embeddings with a Focus on Reproducibility and Transferability
Published on Dec 10, 2019446 Views
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Chapter list
The KEEN Universe: An Ecosystem for Knowledge Graph Embeddings with a Focus on Reproducibility and Transferability00:00
Contents00:05
Knowledge Graphs 00:39
Knowledge Graph Embeddings01:09
Motivation (1) - Reproducibility01:38
Motivation (2) - Transferability02:56
Research Questions03:33
Contents03:50
Requirements for our Methodology03:56
Reproducibility05:28
PyKEEN – Software Architecture - 105:31
PyKEEN – Software Architecture - 207:30
KEEN Model Zoo08:29
Transferability09:24
Facilitate the use of KGE Models within the Biomedical Domain (Transferability)09:38
Databases Directly Accessible Within BioKEEN11:25
Contents - 111:59
Prediction of Crosstalks and Hierarchies Between Biological Pathways12:08
Hyper-parameter Optimisation Results13:06
Prediction of Novel Crosstalks and Hierarchies13:55
Contents - 214:04
Usability - Definition14:10
Usability of The KEEN Universe14:23
Contents - 314:54
Discussion and Future Work14:56
Thank You Questions?15:35