Research Publication Recommendation System based on a Hybrid Approach

被引:11
|
作者
Tsolakidis, Anastasios [1 ]
Triperina, Evangelia [1 ]
Sgouropoulou, Cleo [1 ]
Christidis, Nikos [1 ]
机构
[1] Technol Educ Inst Athens, Dept Informat, Ag Spyridonos St, Egaleo 12210, Greece
关键词
Recommendation systems; content based; collaboration filtering; research paper recommendation; data mining; graph metrics; visual analytics;
D O I
10.1145/3003733.3003805
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Recommendations systems have become an important tool for scientists because they simplify the process of discovering related work, without getting distracted by the enormous amount of research publications. Academic research on recommendations systems can be classified on two main categories: the content based filtering approach, where the papers published by the authors are indexed and the TF-IDF algorithm is applied to calculate the weights for each one of the indexed terms and the collaboration filtering, in which authors are considered to prefer similar publications with authors with akin behavior. In the proposed method, we present a hybrid approach using both of the before mentioned approaches. We contribute to the collaborative filtering by implementing graph based analysis in order to define the importance of each indexed term.
引用
收藏
页数:6
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