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基于民航附加服务本体的个性化协同过滤算法

刘浩翰,马腾飞,贺怀清   

  1. (taptap下载安装安卓计算机科学与技术学院,天津300300)
  • 收稿日期:2015-04-01 修回日期:2015-04-23 出版日期:2016-06-22 发布日期:2016-06-06
  • 作者简介:刘浩翰(1966—),男,黑龙江富锦人,副教授,硕士,研究方向为民航信息智能处理.
  • 基金资助:

    天津市应用基础与前沿技术研究计划重点项目(14JCZDJC32500);taptap下载安装安卓预研重大项目(3122013P003);中国民用航空局科技基金项目(MHRDZ201207)

Personalized collaborative filtering algorithm based on auxiliary service ontology of civil aviation

LIU Haohan, MA Tengfei, HE Huaiqing   

  1. (College of Computer Science and Technology, CAUC, Tianjin 300300, China)
  • Received:2015-04-01 Revised:2015-04-23 Online:2016-06-22 Published:2016-06-06

摘要:

在构建完成的民航附加服务本体的基础上,针对传统协同过滤算法存在数据稀疏性和无法考虑项目自身语义关系等缺点,提出了基于本体的个性化协同过滤算法。该方法采用基于规则的推荐方法在Jena 的基础上进行推理,然后利用推理结果更新本体,完善了本体中旅客的兴趣评分信息,降低了旅客兴趣评分稀疏性。接着引入本体语义相似度计算,将语义相似度与协同过滤算法相似度结合,加入了项目之间语义相似度的计算,提高了相似度计算的准确度遥通过实验证明,改进的推荐技术很好地提高了推荐的准确性。

关键词: 民航附加服务, 推理机, 语义相似度, 协同过滤

Abstract:

Personalized ontology -based collaborative filtering algorithm is proposed, aiming at the short -comings of traditional collaborative filtering algorithm such as data -sparsity and lack of reflection to the semantic relationship of item itself. The method adopts Jena inference engine and constructs association rules based on
ontology inference rules, and inference results are used to update ontology and complete the interest rating information of tourist to reduce the sparsity of tourist interest rating. Then the ontology semantic similarity is introduced to compute and combine the similarity of semantics and the similarity of collaborative filtering algorithm,improving the accuracy of similarity calculation after adding semantic similarity computation between items. Experiments prove that the hybrid recommendation technology effectively improves its accuracy.

Key words: auxiliary service of civil aviation, Jena, semantic similarity, collaborative filtering

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