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Evolution features and behavior characters of friendship networks on campus life

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成果类型:
期刊论文
作者:
Yang, Zongkai;Su, Zhu*;Liu, Sannyuya*;Liu, Zhi;Ke, Wenxiang;...
通讯作者:
Su, Zhu;Liu, Sannyuya
作者机构:
[Yang, Zongkai; Liu, Sannyuya; Su, Zhu; Liu, SYY; Liu, Zhi; Ke, Wenxiang; Zhao, Liang] Cent China Normal Univ, Natl Engn Lab Educ Big Data, Wuhan 430079, Peoples R China.
[Yang, Zongkai; Liu, Sannyuya] Cent China Noma Univ, Natl Engn Res Ctr E Learning, Wuhan 430079, Peoples R China.
通讯机构:
[Su, Z; Liu, SYY] C
Cent China Normal Univ, Natl Engn Lab Educ Big Data, Wuhan 430079, Peoples R China.
语种:
英文
关键词:
Evolution feature;Behavior character;Friendship network;Percolation theory
期刊:
Expert Systems with Applications
ISSN:
0957-4174
年:
2020
卷:
158
页码:
113519
基金类别:
National Natural Science Foundation of ChinaNational Natural Science Foundation of China (NSFC) [61937001, 61977030]; China Postdoctoral Science FoundationChina Postdoctoral Science Foundation [2017M622480]
机构署名:
本校为第一且通讯机构
院系归属:
国家数字化学习工程技术研究中心
摘要:
Analyzing and mining students' behaviors and interactions from big data is an essential part of education data mining. Based on the data of campus smart cards, which include not only static demographic information but also dynamic behavioral data from more than 30000 anonymous students, in this paper, the evolution features of friendship and the relations between behavior characters and student interactions are investigated. On the one hand, four different evolving friendship networks are constructed by means of the friend ties proposed in this paper, which are extracted from monthly consumpti...

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