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基于相互增强和知识继承的多实体动态异构学术网络构建及应用

马建红 宋秦汉

计算机应用与软件2024,Vol.41Issue(6):287-295,9.
计算机应用与软件2024,Vol.41Issue(6):287-295,9.DOI:10.3969/j.issn.1000-386x.2024.06.042

基于相互增强和知识继承的多实体动态异构学术网络构建及应用

CONSTRUCTION AND APPLICATION OF MULTI-ENTITY DYNAMIC HETEROGENEOUS ACADEMIC NETWORK BASED ON MUTUAL ENHANCEMENT AND KNOWLEDGE INHERITANCE

马建红 1宋秦汉1

作者信息

  • 1. 河北工业大学人工智能与数据科学学院 天津 300401
  • 折叠

摘要

Abstract

Accurate and objective measurement of the academic achievements of authors and assessment of the academic quality of papers and sites is a vital and challenging task for scientists,research organizations and research funding agencies.Various graph-based ranking methods,such as PageRank,have been widely used to rank authors,papers and places in homogeneous networks,but they are limited to solve this problem in homogeneous networks and are not applicable to heterogeneous networks.Therefore,this paper constructed a multi-entity dynamic heterogeneous academic network based on three entities of author,paper and place,and proposed a new model,MEKI-Rank.In this model,the concept of knowledge inheritance was proposed,that was,the author inherited knowledge from other authors.It extracted seven relationships in the dynamic heterogeneous network at the same time,carried out iterative ranking based on these relationships,and used the results of each round to enhance the ranking of each other.

关键词

多实体动态异构学术网络/知识继承/相互增强/迭代排名

Key words

Multi-entity dynamic heterogeneous academic network/Knowledge inheritance/Mutually reinforcing/Iterative ranking

分类

信息技术与安全科学

引用本文复制引用

马建红,宋秦汉..基于相互增强和知识继承的多实体动态异构学术网络构建及应用[J].计算机应用与软件,2024,41(6):287-295,9.

计算机应用与软件

OA北大核心CSTPCD

1000-386X

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