因此,链路预测(link prediction)/知识图谱补全(knowledge base completion)成为了研究的一个方向。即如何根据已有的事实,预测可能存在的事实。 受到词嵌入的启发,知识图谱嵌入(knowgraph graph embedding)——将知识图谱映射到离散的表示形式,就成为了研究热点。 知识图谱嵌入的应用方向很多,不只是链路预测,还包括实体分类...
HAKE笔记:Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction,程序员大本营,技术文章内容聚合第一站。
To address this challenge, we propose a novel knowledge graph embedding model - namely, Hierarchy-Aware Knowledge Graph Embedding (HAKE) - which maps entities into the polar coordinate system. HAKE is inspired by the fact that concentric circles in the polar coordinate system can naturally reflect...
论文笔记:AAAI 2020 Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction,程序员大本营,技术文章内容聚合第一站。
To address this challenge, we propose a novel knowledge graph embedding model -- namely, Hierarchy-Aware Knowledge Graph Embedding (HAKE) -- which maps entities into the polar coordinate system. HAKE is inspired by the fact that concentric circles in the polar coordinate system can naturally ...
To address this challenge, we propose a novel knowledge graph embedding model—namely, Hierarchy-Aware Knowledge Graph Embedding (HAKE)—which maps entities into the polar coordinate system. HAKE is inspired by the fact that concentric circles in the polar coordinate system can naturally reflect the...
The code of paper Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction. Zhanqiu Zhang, Jianyu Cai, Yongdong Zhang, Jie Wang. AAAI 2020. - zyynnn/KGE-HAKE
An approach for embedding hierarhical structures into a continuous vector space using variational autoencoders. machine-learningdeep-learningsymbolic-regressiongenerative-modelhierarchyvariational-autoencoderequation-discovery UpdatedOct 4, 2023 Python
We propose a novel knowledge graph embedding model called Hierarchy-Aware Paired Relation Vectors Knowledge Graph Embedding (HPRE) to bridge this gap. By leveraging the power of 2D coordinates, HPRE adeptly model relation patterns, multi-relation types, and hierarchical features in the knowledge ...
We propose a Knowledge Graph Embedding Based on Semantic Hierarchy (SHKE), which fully considers the information of knowledge graph by fusing the semantic information of the knowledge graph and the hierarchical information. The knowledge graph is mapped to a polar coordinate system, where concentric ...