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UMLS-43
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fu19841 committed Jun 9, 2022
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# A Global Sensitivity Analysis of the Shared Hyperparameters of Knowledge Graph Embedding Models
# Assessing the Effects of Method Hyperparameters on Knowledge Graph Embedding Quality

Data and code used the analysis. Study led by Oliver Lloyd as part of a PhD thesis supervised by Tom Gaunt, Yi Liu, and Patrick Rubin-Delanchy.
This repository contains the data and code used the analysis. Study was led by Oliver Lloyd as part of a PhD thesis supervised by Tom Gaunt, Yi Liu, and Patrick Rubin-Delanchy.

UMLS-43 is a variant of the UMLS knowledge graph that is robust to data leakage through inverse relations. It has been derived by removing three edge types that should be considered problematic by [Dettmers' definition](https://arxiv.org/abs/1707.01476): 'degree_of', 'precedes', and 'derivative_of'. It is presented here as a .tsv edgelist, such that each line represents one edge in the (head, relation, tail) format.

Contact: [email protected].
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