[1]魏同,李绍稳,耿凡凡,等. 基于领域本体的用户兴趣模型构建方法研究[J].计算机技术与发展,2017,27(03):65-69.
 WEI Tong,LI Shao-wen,GENG Fan-fan,et al. Investigation on Constructed Method of User Interest Model with Domain Ontology[J].,2017,27(03):65-69.
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 基于领域本体的用户兴趣模型构建方法研究()
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《计算机技术与发展》[ISSN:1006-6977/CN:61-1281/TN]

卷:
27
期数:
2017年03期
页码:
65-69
栏目:
智能、算法、系统工程
出版日期:
2017-03-10

文章信息/Info

Title:
 Investigation on Constructed Method of User Interest Model with Domain Ontology
文章编号:
1673-629X(2017)03-0065-05
作者:
 魏同李绍稳耿凡凡孔晨
 安徽农业大学 信息与计算机学院
Author(s):
 WEI Tong;LI Shao-wen;GENG Fan-fan;KONG Chen
关键词:
 本体投影用户模型茶叶
Keywords:
 ontologyprojectionuser modeltea
分类号:
TP301.6
文献标志码:
A
摘要:
 现阶段的电子商务个性化推荐系统中,存在构建用户兴趣模型过程复杂、繁琐,蕴含的语义信息要素较少或者不完整等问题,研究基于本体的用户模型构建方法已十分迫切和必要.为此,提出了一种基于本体投影算法和概念兴趣度结合的用户兴趣模型构建方法.通过抽取数据库中商品的属性和特征值,对抽取后的属性和特征值进行处理,采用OWL语言表述方法手动构建茶叶领域本体,进而在此基础上采用投影算法生成用户兴趣本体;充分运用本体中的概念、属性以及实例描述用户兴趣,从语义层面解读用户个人兴趣,从而达到在个性化推荐中提高结果精度的目标.实验结果表明,该方法易于构建用户模型,且模型中的语义要素丰富,使用该模型进行推荐的精确度有所提升.
Abstract:
 There are many problems in electronic commerce personalized recommendation system nowadays, such as complicated and cumbersome process in building user interest model,less and/or incomplete semantic information elements etc. So a method to construct user interest model has been presented,actually synthesis of ontology projection algorithm and concept interest degree. The tea domain on-tology has been established via extracting the attribute and the characteristic value of the goods in the database and OWL language,in which user interest ontology is produced with projection algorithm. Concept,attributes and instances of the ontology to describe the user’ s interests,which interprets the user’ s personal interest from the semantic level to achieve higher accurate results in process of personalized recommendation. The experimental results show that the proposed method is prone to establish user model and semantic elements inside user interest model are rich as well as accuracy of the results has been promoted with the model established.

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更新日期/Last Update: 2017-05-12