Hierarchy-Aware Quaternion Embedding for Knowledge Graph Completion

• Published in: 2024 International Joint Conference on Neural Networks (IJCNN) pp. 1 - 8
• Main Authors: Liang, Qiuyu, Wang, Weihua, Yu, Jie, Bao, Feilong
• Format: Conference Proceeding
• Language: English
• Published: IEEE 30.06.2024
• Subjects: Analytical models; Benchmark testing; hyperbolic space; knowledge graph completion; Knowledge graphs; Mathematical models; Neural networks; quaternion space; Quaternions; rigid body transformation; Tail

Knowledge graph completion is an essential task in the fields of graph mining and graph machine learning. Most contemporary approaches rely on geometric transformation to achieve knowledge graph completion, as geometry offers a well-defined mathematical foundation. For example, rotation transformati...