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OpenKE-based implementation of KG embedding model JOIE (Jointly Embedding Instances and Ontological Concepts)

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JOIE: knowledge graph embedding model using ontology

Implementation of JOIE based on OpenKE framework

Source article:

https://dl.acm.org/doi/10.1145/3292500.3330838 (2019 ver)
https://arxiv.org/abs/2103.08115 (2021 ver)

This implementation is done as a part of BSc graduate diploma for Applied Mathematics and Informatics study programme in the Financial University under the Russian Federation Government

It is written with OOP pattern and allows to run training process for the different combinations of:

  • Intra-View model (with / without Hierarchy-Aware part)
  • Cross-View model (Cross-View Grouping / Transformation)

Base models include:

  • TransE
  • DistMult
  • HolE

However, another simple models that are in OpenKE source code can be added.

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OpenKE-based implementation of KG embedding model JOIE (Jointly Embedding Instances and Ontological Concepts)

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