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사용자의 다양성 성향을 고려하는 추천 기법
A Recommendation Method Considering the Diversity Tendency of an Individual User
- 송정진;
- 이상철;
- 김상욱
초록
Recently, a significant amount of research efforts have been devoted to diversification in recommendation systems. Previous approaches, however, are not satisfactory because they do not consider the diversity tendency of an individual user. To address this problem, we propose an approach that quantifies the degree of each user's diversity tendency through analyzing each user's previous preferences. Then, we propose a novel approach that uses the quantified factor in recommendation. Through a series of experiments, we demonstrate the superiority of our approach compared with existing ones in terms of both accuracy and diversity.
키워드
추천; 다양성 성향; 개인화; 다양화; recommendation; diversity tendency; personalization; diversification
- 제목
- 사용자의 다양성 성향을 고려하는 추천 기법
- 제목 (타언어)
- A Recommendation Method Considering the Diversity Tendency of an Individual User
- 저자
- 송정진; 이상철; 김상욱
- 발행일
- 2013-04
- 저널명
- 정보과학회논문지 : 데이타베이스
- 권
- 40
- 호
- 2
- 페이지
- 99 ~ 105