| 异构信息网络推荐研究进展 |
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| 引用本文： | 刘云枫,孙平,葛志远.异构信息网络推荐研究进展[J].情报科学,2020,38(6):151-157. |
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| 作者姓名： | 刘云枫 孙平 葛志远 |
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| 作者单位： | 北京工业大学经济与管理学院,北京100124;北京工业大学经济与管理学院,北京100124;北京工业大学经济与管理学院,北京100124 |
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| 基金项目： | 国家自然科学基金;国家社会科学基金 |
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| 摘 要： | 【目的/意义】异构信息网络推荐能充分展示推荐系统中各个对象之间的复杂互动关联,有助于挖掘数据中隐藏的模式和规律,为个性化推荐系统提供了一种新的思路和信息集成框架。【方法/过程】在对异构信息网络及其相关概念进行明晰的基础上,借助Histcite工具,分析并展示Web of Science数据库中2009-2017年异构信息网络推荐及其相关研究进展,并对未来研究进展及趋势进行了展望。【结果/结论】异构信息网络推荐研究主要分为异构信息网络相关的初步研究、基于元路径的HIN相关研究以及异构信息网络推荐的深入研究这三个阶段;HIN推荐研究已在算法探索及应用方面取得很多成果,但依然存在诸多不足。
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| 关 键 词： | 异构信息网络 网络推荐 元路径 研究进展 |
Literature Review of Heterogeneous Information Network Recommendation |
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| LIU Yun-feng,SUN Ping,GE Zhi-yuan.Literature Review of Heterogeneous Information Network Recommendation[J].Information Science,2020,38(6):151-157. |
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| Authors: | LIU Yun-feng SUN Ping GE Zhi-yuan |
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| Institution: | (School of Economics and Management,Beijing Technology of University,Beijing 100124,China) |
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| Abstract: | 【Purpose/significance】The study of heterogeneous information network(HIN) recommendation can fully demonstrate the complex interaction between the various nodes and relationships in the recommendation system, it can help to mine hidden patterns and rules in data, and provide a new idea and information integration framework for personalized recommendation system.【Method/process】Based on the clarity of the concepts between HIN and other networks, this paper uses Histcite as the analysis tool to analyze and display the HIN recommendation and its related research progress in Web of Science database from 2009 to 2017, it points out the research progress and trend in this field.【Result/conclusion】Research on HIN recommendation is mainly divided into three stages: preliminary research of HIN, relevance research on HIN based on meta-path and in-depth research on HIN Recommendation. HIN recommendation research has achieved a lot in algorithm exploration and application, but it still faces shortages. |
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| Keywords: | heterogeneous information network network recommendation meta path literature review |
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