Parameter Estimation and Hypothesis Testing of Geographically Weighted Multivariate Generalized Poisson Regression

被引:2
|
作者
Berliana, Sarni Maniar [1 ,2 ]
Purhadi [1 ]
Sutikno [1 ]
Rahayu, Santi Puteri [1 ]
机构
[1] Inst Teknol Sepuluh Nopember, Fac Sci & Data Analyt, Dept Stat, Surabaya 60111, Indonesia
[2] Politekn Stat STIS, Dept Stat, Jakarta 13330, Indonesia
关键词
spatial analysis; distribution theory; maximum likelihood estimation; likelihood ratio test;
D O I
10.3390/math8091523
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
We introduce a new multivariate regression model based on the generalized Poisson distribution, which we called geographically-weighted multivariate generalized Poisson regression (GWMGPR) model, and we present a maximum likelihood step-by-step procedure to obtain parameters for it. We use the maximum likelihood ratio test to examine the significance of the regression parameters and to define their critical region.
引用
收藏
页数:14
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