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半参数空间自回归变系数模型的统计推断

陈凤 刘嘉慧

统计与决策2024,Vol.40Issue(4):17-22,6.
统计与决策2024,Vol.40Issue(4):17-22,6.DOI:10.13546/j.cnki.tjyjc.2024.04.003

半参数空间自回归变系数模型的统计推断

Statistical Inference of Semi-parametric Spatial Autoregressive Variable Coefficient Model

陈凤 1刘嘉慧2

作者信息

  • 1. 重庆交通大学 数学与统计学院,重庆 400074
  • 2. 西安交通大学 管理学院,西安 710049
  • 折叠

摘要

Abstract

The semi-parametric spatial autoregressive variable coefficient model has a broad application prospect because it takes into account both the spatial autocorrelation of dependent variables and the spatial heterogeneity of regression relations.Based on contour quasi-maximum likelihood estimation,this paper proposes a significance test method of constant coefficient and local coefficient to identify the zero-value coefficient in the model,so as to understand the change characteristics of regression re-lations more deeply.At the same time,is also given the solution of multiple tests which may be involved in local tests.Simulation experiments verify the validity of the proposed test method,and the empirical analysis based on the house price data of Boston in USA verifies the application effect of the test method.

关键词

空间非平稳性/空间自相关性/统计推断/多重检验

Key words

spatial non-stationarity/spatial autocorrelation/statistical inference/multiple test

分类

管理科学

引用本文复制引用

陈凤,刘嘉慧..半参数空间自回归变系数模型的统计推断[J].统计与决策,2024,40(4):17-22,6.

基金项目

国家社会科学基金重点项目(20AGL004) (20AGL004)

统计与决策

OA北大核心CHSSCDCSSCICSTPCD

1002-6487

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