Improving knowledge graph embeddings with ontological reasoning
Abstract Knowledge graph (KG) embedding models have emerged as powerful means for
KG completion. To learn the representation of KGs, entities and relations are projected in a …
KG completion. To learn the representation of KGs, entities and relations are projected in a …
Negative Sampling in Knowledge Graph Representation Learning: A Review
T Madushanka, R Ichise - arXiv preprint arXiv:2402.19195, 2024 - arxiv.org
Knowledge graph representation learning (KGRL) or knowledge graph embedding (KGE)
plays a crucial role in AI applications for knowledge construction and information …
plays a crucial role in AI applications for knowledge construction and information …
LogicENN: a neural based knowledge graphs embedding model with logical rules
Knowledge graph embedding models have gained significant attention in AI research. The
aim of knowledge graph embedding is to embed the graphs into a vector space in which the …
aim of knowledge graph embedding is to embed the graphs into a vector space in which the …
LEMON: LanguagE MOdel for Negative Sampling of Knowledge Graph Embeddings
Knowledge Graph Embedding models have become an important area of machine learning.
Those models provide a latent representation of entities and relations in a knowledge graph …
Those models provide a latent representation of entities and relations in a knowledge graph …
[PDF][PDF] Rulect: A system for extraction, representation and learning ofrelational patterns on knowledge graph embeddings
MM Alam - fiz-karlsruhe.de
Knowledge Graphs (KGs) are the hyped technology of recent decades which have changed
the entire world of learning methods for Artificial Intelligence (AI). This technology provides a …
the entire world of learning methods for Artificial Intelligence (AI). This technology provides a …
Representation and curation of knowledge graphs with embeddings
N Jain - 2022 - publishup.uni-potsdam.de
Knowledge graphs are structured repositories of knowledge that store facts about the
general world or a particular domain in terms of entities and their relationships. Owing to the …
general world or a particular domain in terms of entities and their relationships. Owing to the …