Analyzing the Flow of Trust in the Virtual World With Semantic Web Technologies

被引:4
作者
Zhang, Qingpeng [1 ]
DiFranzo, Dominic [2 ]
Gloria, Marie Joan Kristine [3 ]
Makni, Bassem [4 ]
Hendler, James A. [5 ]
机构
[1] City Univ Hong Kong, Sch Data Sci, Hong Kong, Hong Kong, Peoples R China
[2] Cornell Univ, Dept Commun, Ithaca, NY 14850 USA
[3] Aspen Inst, Commun & Soc Program, Washington, DC 20037 USA
[4] IBM Corp, Albany, NY 12207 USA
[5] Rensselaer Polytech Inst, Dept Comp Sci, Troy, NY 12180 USA
来源
IEEE TRANSACTIONS ON COMPUTATIONAL SOCIAL SYSTEMS | 2018年 / 5卷 / 03期
基金
美国国家科学基金会; 中国国家自然科学基金;
关键词
Semantic Web; social networks; virtual world; SOCIAL NETWORK ANALYSIS; ORGANIZATION; SCIENCE;
D O I
10.1109/TCSS.2018.2862897
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Virtual worlds present a natural test bed to observe and study the social behaviors of people at a large scale. Analyzing the rich "big data" generated by the activities of players in a virtual world enables us to better understand the online society, to validate and propose sociological theories, and to provide insights of how people behave in the real world. However, how to better store and analyze such complex big data has always been an issue that prevents in-depth analyses. In this paper, we first review the research on trust in virtual worlds and Semantic Web as applied in social network analysis. Then, we present how we employed Semantic Web technologies to address this issue, and how we explored certain social concepts expressed within a massively multiplayer online game-Ever Quest I I. Specifically, the relations between mentors and mentees in the game are studied. We use the housing network to measure the trust between mentors and mentees and adopt the logistic regression model to identify the predictors of building trust between them. Our research sheds light on how to analyze large-scale data within a virtual world by exploring the flow of trust in different layers of social networks with the help of Semantic Web technologies.
引用
收藏
页码:807 / 815
页数:9
相关论文
共 41 条
[11]   Social Network Analysis: Foundations and Frontiers on Advantage [J].
Burt, Ronald S. ;
Kilduff, Martin ;
Tasselli, Stefano .
ANNUAL REVIEW OF PSYCHOLOGY, VOL 64, 2013, 64 :527-547
[12]   The network structure of social capital [J].
Burt, RS .
RESEARCH IN ORGANIZATIONAL BEHAVIOR, VOL 22, 2000: AN ANNUAL SERIES OF ANALYTICAL ESSAYS AND CRITICAL REVIEWS, 2000, 22 :345-423
[13]  
Ereteo G., 2008, 7 INT SEM WEB C, P1, DOI 10.1.1.142.7288&rep=rep1&type=pdf
[14]   THE FOCUSED ORGANIZATION OF SOCIAL TIES [J].
FELD, SL .
AMERICAN JOURNAL OF SOCIOLOGY, 1981, 86 (05) :1015-1035
[15]  
Golbeck J, 2003, LECT NOTES ARTIF INT, V2782, P238
[16]  
Golbeck J, 2009, HUM-COMPUT INT-SPRIN, P1, DOI 10.1007/978-1-84800-356-9
[17]  
Golbeck J., 2008, AAAI, V8, P1138
[18]   Computer science - Weaving a Web of trust [J].
Golbeck, Jennifer .
SCIENCE, 2008, 321 (5896) :1640-1641
[19]   Different aspects of social network analysis [J].
Jamali, Mohsen ;
Abolhassani, Hassan .
2006 IEEE/WIC/ACM INTERNATIONAL CONFERENCE ON WEB INTELLIGENCE, (WI 2006 MAIN CONFERENCE PROCEEDINGS), 2006, :66-+
[20]  
Kushner D, 2005, IEEE SPECTRUM, V42, P34, DOI 10.1109/MSPEC.2005.1460347