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A network Poisson model for weighted directed networks with covariates

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成果类型:
期刊论文
作者:
Xu, Meng;Wang, Qiuping
通讯作者:
Qiuping Wang
作者机构:
[Xu, Meng; Wang, Qiuping] Department of Statistics, Central China Normal University, Wuhan, China
通讯机构:
[Qiuping Wang] D
Department of Statistics, Central China Normal University, Wuhan, China
语种:
英文
关键词:
Asymptotic normality;consistency;covariates;maximum likelihood estimator;weighted directed networks
期刊:
Communications in Statistics - Theory and Methods
ISSN:
0361-0926
年:
2023
卷:
52
期:
15
页码:
5274-5293
机构署名:
本校为第一且通讯机构
院系归属:
数学与统计学学院
摘要:
The edges in networks are not only binary, either present or absent, but also take weighted values in many scenarios (e.g., the number of emails between two users). The covariate-p 0 model has been proposed to model binary directed networks with the degree heterogeneity and covariates. However, it may cause information loss when it is applied in weighted networks. In this paper, we propose to use the Poisson distribution to model weighted directed networks, which admits the sparsity of networks, the degree heterogeneity and the homophily caused...

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