소셜 데이터를 위한 효율적인 데이터 처리 기법
Efficient Data Processing Method for Social Data
1
조회
0
다운로드
1
인용
0
참고문헌
키워드
초록
The evolution of the Web from Web 1.0 to Web 2.0 has brought up new platforms as SNSs(Social Network Service) that are used by users to articulate and manage their relationships. SNSs are an online phenomenon which has become extremely popular. A SNS essentially consists of a representation of each user, his/her social links, and a variety of additional services. SNSs are increasingly attracting the attention of academic and industry researchers. What makes SNS unique is that they have a relationship with friends. The friend recommendation is one important feature of social networking services. People tend to trust the opinions of friends they know rather than the opinions of strangers. In this paper, we propose an efficient data processing method for social data. We study previous researches about social score in social network service. Our ESS(Efficient Social Score) is computed by both friendship weight and score of a document that was tagged by a user’s friends. Our experimental results also confirm that our method has good performance.
Abstract
The evolution of the Web from Web 1.0 to Web 2.0 has brought up new platforms as SNSs(Social Network Service) that are used by users to articulate and manage their relationships. SNSs are an online phenomenon which has become extremely popular. A SNS essentially consists of a representation of each user, his/her social links, and a variety of additional services. SNSs are increasingly attracting the attention of academic and industry researchers. What makes SNS unique is that they have a relationship with friends. The friend recommendation is one important feature of social networking services. People tend to trust the opinions of friends they know rather than the opinions of strangers. In this paper, we propose an efficient data processing method for social data. We study previous researches about social score in social network service. Our ESS(Efficient Social Score) is computed by both friendship weight and score of a document that was tagged by a user’s friends. Our experimental results also confirm that our method has good performance.
참고문헌 (18)
- Danah M. Boy, "Social network sites : Definition, history, and scholarship", Journal of Computer‐Mediated Communication, 13(1), pp.210~230 (2008)
- Elizabeth F. Churchill, "Social Networks and Social Networking", IEEE internet computing, 9(5), pp.14~19 (2005)
- 설광수, "소셜 네트워크 서비스 사용자 간의 친밀도 측정 기법 및 실험", 정보과학회논문지 : 정보통신, 39(4), pp.335~341 (2012), 한국정보과학회[DOI]
- D. Kempe, "Maximizing the Spread of Influence through a Social Network", Proc. of the 9th ACM SIGKDD international conference on knowledge discovery and data mining, pp.137~146 (2003)
- Xiuquan Qiao, "A Context-Awareness Dynamic Friend Recommendation Approach for Mobile Social Network Users", International Journal of Advanced Intelligence, 3(2), pp.155~172 (2011)
- Nitai B. Silva, "A Graph-Based Friend Recommendation System Using Genetic Algorithm", WCCI 2010 IEEE World Congress on Computational Intelligence, pp.18~23 (2010)
- Wang, Yuan, "Personalized recommendation of integrated social data across social networking sites", Proceedings of the Workshop on Adaptation in Social and Semantic Web (SASWeb 2010). CEUR Workshop Proceedings, 590 (2010)
- 소셜 미 디어의 성장과 온라인 사회관계의 진화, "이호영", 정보통신정책연구원, ~, pp.기본연구 11-04 (2011)
- 김희연, "국내외 SNS의 현황과 사회적 의미", 방송통신정책, 24(12), pp.19~42 (2012)
- 소셜포지티브와 네거티브, "설진아", 한국정보화진흥원, ~, pp.vol. 2 스마트정보화 리포트 (2012)
- 박병선, "그래프서치(Graph Search)를 통해 본 소 셜검색의 발전과 시사점", 방송통신정책, 25(3)통권 : 548 (2013)
- 이동균, "최근 사용자 관심사를 고려한 소셜 검색 알고리즘", 한국정보기술학회논문지, 9(4), pp.187~194 (2011), 한국정보기술학회
- Matthias Bender, "Explotiong Social Relations for Query Expansion and Result Ranking", Data Engineering Workshop, ICDEW, IEEE 24th International conferencce on, pp.501~506 (2008)
- Ralf S, "Social Wisdom for Search and Recommendation", IEEE Data Eng. Bull, 31(2), pp.40~49 (2008)
- Tom Crecelius, "Making SENSE : Socially ENhanced Search and Exploration", Proceedings of the VLDB Endowment, 1(2), pp.1480~1483 (2008)
- Jianming He, "A Social Network-Based Recommender System(SNRS)", Data Mining for Social Network Data Annals of Information Systems, 12, pp.47~74 (2010)
- Christopher D. Manning, "Introduction to Information Retrieval" (2008), Cambridge University Press
- 권준희, "퍼베이시브 컴퓨팅 환경에서 소셜네트워크를 이용한 프로액티브 친구 추천 기법", (사)디지털산업정보학회 논문지, 9(1), pp.43~52 (2013), (사)디지털산업정보학회