However, recent progress in knowledge graph embeddings and graph neural networks allows to applying machine learning to graph-structured data. Therefore, we motivate and discuss the potential benefit of KGs applied to the main tasks of AD including 1) ontologies 2) perception, 3) scene ...
(1)This article conducts a comprehensive survey on the following four scopes. (2)some useful resources of datasets and open-source libraries, and future research directions are introduced and discussed. 图表及其内容 这一部分主要是论文中出现的图表,我们稍微仔细看一下。 知识图谱示例 这个没什么,就是...
现阶段的研究方向关注在编码模型,包括linear/bilinear models(线性/双线性模型),factorization(因式分解)和neural network(神经网络) 知识获取(Knowledge Acquisition)# 知识获取任务分为三类: 知识图谱补全 KGC(Knowledge Graph Completion) 分为: 基于嵌入的排序 embedding-based ranking 关系路径推理 relation path reasoni...
A Survey on Graph Neural Networks for Knowledge Graph Completion. arXiv 2020 paper bib Siddhant Arora A Survey on Knowledge Graph-Based Recommender Systems. arXiv 2020 paper bib Qingyu Guo, Fuzhen Zhuang, Chuan Qin, Hengshu Zhu, Xing Xie, Hui Xiong, Qing He A Survey on Knowledge Graphs: R...
A Survey on Knowledge Graph-Based Recommender Systems. arXiv 2020 paper bib Qingyu Guo, Fuzhen Zhuang, Chuan Qin, Hengshu Zhu, Xing Xie, Hui Xiong, Qing He A survey on knowledge graph-based recommender systems. arXiv 2020 paper bib Qingyu Guo, Fuzhen Zhuang, Chuan Qin, Hengshu Zhu, Xing...
A Survey of Entity Alignment of Knowledge Graph Based on Embedded Representation With the development of research, there are many improved embedding methods, such as iteration, multi view embedding, knowledge graph entity alignment based on graph neural network and so on. J Huang,J Wang,Y Li,....
论文链接:[2011.02260] Graph Neural Networks in Recommender Systems: A Survey (arxiv.org) 本篇综述的组织结构如下: User-item Collaborative Filtering:协同滤波 Sequential Recommendation:序列推荐 Social Recommendation:社交推荐 Knowledge Graph based Recommendation:基于知识图谱的推荐 Other tasks:一些小众的方向 Da...
In this article, we provide a survey of such knowledge graph refinement approaches, with a dual look at both the methods being proposed as well as the evaluation methodologies used. 展开 关键词: Knowledge graphs refinement completion correction error detection evaluation ...
Knowledge Graph Refinement: A Survey of Approaches and Evaluation Methods 喜欢 0 阅读量: 1101 作者:Paulheim,Heiko 摘要: In the recent years, different Web knowledge graph 关键词:Knowledge Graphs Refinement Completion Correction Error Detection Evaluation ...
A survey on knowledge graph-based recommender systems. IEEE Trans. Knowl. Data Eng. 2020, 34, 3549–3568. [Google Scholar] [CrossRef] Wang, F.; Li, Y.; Zhang, Y.; Wei, D. KLGCN: Knowledge graph-aware light graph convolutional network for recommender systems. Expert Syst. Appl. 2022...