Ranking of VGI contributor reputation using an evaluation-based weighted pagerank | |
Zhang, Die1,2; Ge, Yong1,2; Stein, Alfred3; Zhang, Wen-Bin1,2 | |
刊名 | TRANSACTIONS IN GIS |
2021-03-04 | |
页码 | 21 |
ISSN号 | 1361-1682 |
DOI | 10.1111/tgis.12735 |
通讯作者 | Ge, Yong(gey@lreis.ac.cn) |
英文摘要 | The quality of volunteered geographic information (VGI) is questionable as it emerges through a diversity of contributors. The reputation of a contributor is increasingly applied to VGI quality assessment and its assurance. Research on how to measure and validate reputation, however, is still required. This study proposes an evaluation-based weighted PageRank (EWPR) algorithm to provide a ranking metric of reputation. Ranking is established on the basis of the assumptions that: (a) there is an evaluation relationship between VGI contributors; (b) the reputation of a contributor is movable within the VGI community; and (c) highly active contributors are more likely to have high reputation. By means of case studies using OpenStreetMap, two existing methods are compared with the EWPR algorithm. The results show that the algorithms used for web pages and social network participants are applicable to understand the reputation of VGI contributors. This study also applies credibility, based on reputation, as a popular indicator of VGI quality. The high correlation between credibility and VGI characteristics indicates that reputation is useful for dealing with quality variability in VGI. |
资助项目 | National Key Research and Development Program[2017YFB0503501] ; National Science Foundation of China[41421001] ; National Science Foundation of China[41531179] ; National Science Foundation for Distinguished Young Scholars of China[41725006] |
WOS研究方向 | Geography |
语种 | 英语 |
出版者 | WILEY |
WOS记录号 | WOS:000625316800001 |
资助机构 | National Key Research and Development Program ; National Science Foundation of China ; National Science Foundation for Distinguished Young Scholars of China |
内容类型 | 期刊论文 |
源URL | [http://ir.igsnrr.ac.cn/handle/311030/160481] |
专题 | 中国科学院地理科学与资源研究所 |
通讯作者 | Ge, Yong |
作者单位 | 1.Univ Chinese Acad Sci, Beijing, Peoples R China 2.Chinese Acad Sci, State Key Lab Resources & Environm Informat Syst, Inst Geog Sci & Nat Resources Res, Beijing 100101, Peoples R China 3.Univ Twente, Fac Geoinformat Sci & Earth Observat ITC, Enschede, Netherlands |
推荐引用方式 GB/T 7714 | Zhang, Die,Ge, Yong,Stein, Alfred,et al. Ranking of VGI contributor reputation using an evaluation-based weighted pagerank[J]. TRANSACTIONS IN GIS,2021:21. |
APA | Zhang, Die,Ge, Yong,Stein, Alfred,&Zhang, Wen-Bin.(2021).Ranking of VGI contributor reputation using an evaluation-based weighted pagerank.TRANSACTIONS IN GIS,21. |
MLA | Zhang, Die,et al."Ranking of VGI contributor reputation using an evaluation-based weighted pagerank".TRANSACTIONS IN GIS (2021):21. |
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