异构信息网络融合方法研究综述

发布时间：2018-11-17 11:16

【摘要】：[目的/意义]异构信息网络融合对于异构信息网络本身及其相关应用意义重大。综述异构信息网络融合方法,并进行客观的分析和评价,以期为进一步研究提供新的思路。[方法/过程]在对异构信息网络及其相关概念进行辨析的基础上,对异构信息网络融合方法进行调研、分析与归纳,评述该领域的研究现状,提出未来可能的研究方向。[结果/结论]异构信息网络融合方法分为基于元路径提取、多重关系网络及超图/超网络建模等五种类型,具体方法各有优势与局限;当前异构信息网络融合研究尚处起步阶段,研究方法有待丰富;基于元路径提取的融合方法显现不足;基于异构信息网络融合的应用型研究需进一步开拓。
[Abstract]:The purpose / significance of heterogeneous information network fusion is of great significance to heterogeneous information network itself and its related applications. The methods of heterogeneous information network fusion are reviewed, and objective analysis and evaluation are carried out in order to provide new ideas for further research. [method / process] based on the analysis of heterogeneous information network and its related concepts, this paper investigates, analyzes and concludes the methods of heterogeneous information network fusion, reviews the present research situation in this field, and puts forward the possible research direction in the future. [results / conclusion] the fusion methods of heterogeneous information networks can be divided into five types: meta path extraction, multiplex relational networks and hypergraph / supernetwork modeling. The specific methods have their own advantages and limitations. At present, the research of heterogeneous information network fusion is still in its infancy, the research methods need to be rich; the fusion method based on meta-path extraction is inadequate; the application research based on heterogeneous information network fusion needs to be further developed.
【作者单位】：中国科学院成都文献情报中心;中国科学院大学;
【基金】：中国科学院科技服务网络计划(STS计划)项目“中国科学院知识产权信息服务”(项目编号:KFJ-SW-STS-190) 广东省省级科技计划项目“再生医学和组织工程知识集成服务技术研发与应用”(项目编号:2016A040403098)研究成果之一
【分类号】：G254

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