Knowledge graph embeddingGraph attention mechanismEntity typingLink predictionThe knowledge graph, which utilizes graph structure to represent multi-relational data, has been widely used in the reasoning and prediction tasks, attracting considerable research efforts recently. However, most existing works still...
③ Graph Structures:GAKE: Graph aware knowledge embedding提出嵌入模型利用三种类型的图结构来学习实体和关系表示,分别是 neighbor context,path context,edge context。 ④ Evidence from Other Relational Learning Methods:将KG嵌入与其他关系学习方法相结合,例如路径排序算法。可以参考: M. Nickel, X. Jiang, and ...
可建模语义分层的KG embedding for relation/link completion 可建模语义分层的KG embeddingforrelation/linkcompletion1.LearningHierarchy-AwareKnowledgeGraphEmbeddingsforLinkPrediction知识图谱补全的方法可分为三种: 基于距离的模型 双线性模型 神经网络模型 本文属于第一种,基于距离的模型,这类模型可以建模互逆,对称与复合...
Knowledge Graph Embedding projects triples in a given knowledge graph to d-dimensional vectors. We provide the source code and datasets of the COLING 2016 paper: "GAKE:Graph Aware Knowledge Embedding". DataSets We provide FB15K in data folder. The data is originally released by the paper "Trans...
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 ...
"Encoding Temporal Information for Time-Aware Link Prediction". EMNLP 2016. paper COLING (GAKE) Jun Feng, Minlie Huang, Yang Yang, Xiaoyan Zhu. "GAKE: Graph Aware Knowledge Embedding". COLING 2016. paper code (TransE-TAE) Tingsong Jiang, Tianyu Liu, Tao Ge, Lei Sha, Baobao Chang, Su...
RecomMetz: A context-aware knowledge-based mobile recommender system for movie showtimes Expert Syst Appl, 42 (3) (2015), pp. 1202-1222 View PDFView articleView in ScopusGoogle Scholar [54] J. Chicaiza, P. Valdiviezo-Diaz A comprehensive survey of knowledge graph-based recommender systems: ...
知识图谱接口KnowledgeGraphBase是Graph RAG的存储底座，目前DB-GPT内置的BuiltinKnowledgeGraph实现就是基于...
Feng J, Huang M, Yang Y.GAKE: graph aware knowledge embedding. COLING. 2016: 641-651. (GAKE) 知识推理/知识挖掘 Nickel M, Tresp V, Kriegel H P.A Three-Way Model for Collective Learning on Multi-Relational Data. ICML2011: 809-816. ...
【WGCN】 End-to-end structure-aware convolutional networks for knowledge base completion [AAAI 2019...