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Movie Recommendation System using Social Network Analysis and Normalized Discounted Cumulative Gain

소셜 네트워크 분석 및 정규화된 할인 누적 이익을 이용한 영화 추천 시스템

  • Vilakone, Phonexay (Dept. of Computer Science and Engineering, Soonchunhyang University) ;
  • Xinchang, Khamphaphone (Dept. of Computer Science and Engineering, Soonchunhyang University) ;
  • Lee, Hanna (Dept. of Computer Software Engineering, Soonchunhyang University) ;
  • Park, Doo-Soon (Dept. of Computer Software Engineering, Soonchunhyang University)
  • Published : 2019.05.10

Abstract

There are many recommendation systems offer an effort to get better preciseness the information to the users. In order to further improve more accuracy, the social network analysis method which is used to analyze data to community detection in social networks was introduced in the recommendation system and the result shows this method is improving more accuracy. In this paper, we propose a movie recommendation system using social network analysis and normalized discounted cumulative gain with the best accuracy. To estimate the performance, the collaborative filtering using the k nearest neighbor method, the social network analysis with collaborative filtering method and the proposed method are used to evaluate the MovieLens data. The performance outputs show that the proposed method get better the accuracy of the movie recommendation system than any other methods used in this experiment.

Keywords