globalchange  > 过去全球变化的重建
DOI: 10.1371/journal.pone.0146220
论文题名:
Social Network Analysis and Mining to Monitor and Identify Problems with Large-Scale Information and Communication Technology Interventions
作者: Aleksandra do Socorro da Silva; Silvana Rossy de Brito; Nandamudi Lankalapalli Vijaykumar; Cláudio Alex Jorge da Rocha; Maurílio de Abreu Monteiro; João Crisóstomo Weyl Albuquerque Costa; Carlos Renato Lisboa Francês
刊名: PLOS ONE
ISSN: 1932-6203
出版年: 2016
发表日期: 2016-1-4
卷: 11, 期:1
语种: 英语
英文关键词: Centrality ; Social networks ; Internet ; Telecommunications ; Brazil ; Computer software ; Geographical regions ; Network analysis
英文摘要: The published literature reveals several arguments concerning the strategic importance of information and communication technology (ICT) interventions for developing countries where the digital divide is a challenge. Large-scale ICT interventions can be an option for countries whose regions, both urban and rural, present a high number of digitally excluded people. Our goal was to monitor and identify problems in interventions aimed at certification for a large number of participants in different geographical regions. Our case study is the training at the Telecentros.BR, a program created in Brazil to install telecenters and certify individuals to use ICT resources. We propose an approach that applies social network analysis and mining techniques to data collected from Telecentros.BR dataset and from the socioeconomics and telecommunications infrastructure indicators of the participants’ municipalities. We found that (i) the analysis of interactions in different time periods reflects the objectives of each phase of training, highlighting the increased density in the phase in which participants develop and disseminate their projects; (ii) analysis according to the roles of participants (i.e., tutors or community members) reveals that the interactions were influenced by the center (or region) to which the participant belongs (that is, a community contained mainly members of the same region and always with the presence of tutors, contradicting expectations of the training project, which aimed for intense collaboration of the participants, regardless of the geographic region); (iii) the social network of participants influences the success of the training: that is, given evidence that the degree of the community member is in the highest range, the probability of this individual concluding the training is 0.689; (iv) the North region presented the lowest probability of participant certification, whereas the Northeast, which served municipalities with similar characteristics, presented high probability of certification, associated with the highest degree in social networking platform.
URL: http://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0146220&type=printable
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资源类型: 期刊论文
标识符: http://119.78.100.158/handle/2HF3EXSE/25217
Appears in Collections:过去全球变化的重建
影响、适应和脆弱性
科学计划与规划
气候变化与战略
全球变化的国际研究计划
气候减缓与适应
气候变化事实与影响

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作者单位: Cyberspace Institute, Federal Rural University of Amazon, Pará, Brazil;Cyberspace Institute, Federal Rural University of Amazon, Pará, Brazil;Special Technologies Center, National Institute for Space Research, São Paulo, Brazil;Informatics, Federal Institute of Education, Science and Technology of Pará, Pará, Brazil;Amazon Higher Studies Nucleus, Federal University of Pará, Pará, Brazil;Institute of Technology, Federal University of Pará, Pará, Brazil;Institute of Technology, Federal University of Pará, Pará, Brazil

Recommended Citation:
Aleksandra do Socorro da Silva,Silvana Rossy de Brito,Nandamudi Lankalapalli Vijaykumar,et al. Social Network Analysis and Mining to Monitor and Identify Problems with Large-Scale Information and Communication Technology Interventions[J]. PLOS ONE,2016-01-01,11(1)
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