Recommendation system based on multilingual entity matching on linked open data

被引:17
作者
Xuan Hau Pham [1 ]
Jung, Jason J. [2 ,3 ]
机构
[1] Yeungnam Univ, Dept Comp Engn, Gyongsan, South Korea
[2] Chung Ang Univ, Dept Comp Engn, Seoul 156756, South Korea
[3] Yeungnam Univ, Gyongsan, South Korea
基金
新加坡国家研究基金会;
关键词
Linked open data; interlinks; string matching; recommendation systems; multilingual entity; MANAGEMENT-SYSTEM; ONTOLOGY;
D O I
10.3233/IFS-131044
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Since we have been facing multilingual contents, it is difficult for recommender systems (RecSys) to efficiently collect user feedbacks (e. g., ratings). Thus, we expect that multilingual entities matching can improve the performance of recommendation services. Particularly, in movie recommendation services, the movies have several titles in different languages. Thereby, we are focusing on interlinking some possible data sources including traditional tabular data (e. g., IMDB) and Linked Open Data (LOD) (e. g., DBpedia and LinkedMDB). This paper shows meaningful experiences that we have observed during experimentation; i) discovering identical movies which have multilingual titles by interlinking LOD, and ii) improving the performance of multilingual recommendation.
引用
收藏
页码:589 / 599
页数:11
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