Random errors in egocentric networks

被引:24
作者
Almquist, Zack W. [1 ]
机构
[1] Univ Calif Irvine, Dept Sociol, Irvine, CA 92697 USA
基金
美国国家科学基金会;
关键词
Egonet; Egocentric network; Error; Network error; Facebook; INFORMANT ACCURACY; SOCIAL NETWORKS; NAME GENERATOR; TIES; CENTRALITY; COMMUNITY; RECALL; CRIME; MODEL; SIZE;
D O I
10.1016/j.socnet.2012.03.002
中图分类号
Q98 [人类学];
学科分类号
030303 ;
摘要
The systematic errors that are induced by a combination of human memory limitations and common survey design and implementation have long been studied in the context of egocentric networks. Despite this, little if any work exists in the area of random error analysis on these same networks; this paper offers a perspective on the effects of random errors on egonet analysis, as well as the effects of using egonet measures as independent predictors in linear models. We explore the effects of false-positive and false-negative error in egocentric networks on both standard network measures and on linear models through simulation analysis on a ground truth egocentric network sample based on facebook-friendships. Results show that 5-20% error rates, which are consistent with error rates known to occur in ego network data, can cause serious misestimation of network properties and regression parameters. (C) 2012 Elsevier B.V. All rights reserved.
引用
收藏
页码:493 / 505
页数:13
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