A comprehensive survey on automatic knowledge graph construction

L Zhong, J Wu, Q Li, H Peng, X Wu - ACM Computing Surveys, 2023 - dl.acm.org
Automatic knowledge graph construction aims at manufacturing structured human
knowledge. To this end, much effort has historically been spent extracting informative fact …

Kgex: explaining knowledge graph embeddings via subgraph sampling and knowledge distillation

V Baltatzis, L Costabello - Learning on Graphs Conference, 2024 - proceedings.mlr.press
Despite being the go-to choice for link prediction on knowledge graphs, research on
interpretability of knowledge graph embeddings (KGE) has been relatively unexplored. We …

FeaBI: A Feature Selection-Based Framework for Interpreting KG Embeddings

Y Ismaeil, D Stepanova, TK Tran, H Blockeel - International Semantic Web …, 2023 - Springer
Abstract Knowledge Graph (KG) embedding methods represent KG entities as vectors in an
embedding space, and they have been successfully used for a variety of tasks, including link …

Explainable knowledge graph embedding: Inference reconciliation for knowledge inferences supporting robot actions

A Daruna, D Das, S Chernova - 2022 IEEE/RSJ International …, 2022 - ieeexplore.ieee.org
Learned knowledge graph representations supporting robots contain a wealth of domain
knowledge that drives robot behavior. However, there does not exist an inference …

Explaining Knowledge Graph Embedding via Latent Rule Learning

W Zhang, M Chen, Z Xu, Y Zhu, H Chen - 2021 - openreview.net
Knowledge Graph Embeddings (KGEs) embed entities and relations into continuous vector
space following certain assumption, and are a powerful tools for representation learning of …

[PDF][PDF] Using Multi-Relational Embeddings as Knowledge Graph Representations for Robotics Applications.

AA Daruna - 2022 - core.ac.uk
In this chapter we survey prior KG representations used for robot applications to situate our
proposed KG representation. The text in this chapter is selected from a broader survey …

[引用][C] Review and Application of Knowledge Graph in Crisis Management

X Wang, M Li, W Chen, Y Yao, Z Li, Y Liu… - International Journal of …, 2024 - World Scientific
In the contemporary social environment, social crisis events occur frequently with significant
impacts. Effective management of these events requires comprehensive group intention …