Time-varying coefficient spatial autoregressive panel data model is a powerful tool to simultaneously deal with spatial dependence and temporal heterogeneity in spatial panel data analysis. However, little work has been devoted to related statistical inference issues, which largely limits the application scope of the model. In this paper, we develop two generalized-likelihood-ratio-statistic-based bootstrap tests to detect spatial dependence of the response variable and temporal heterogeneity of the regression relationship, respectively. The simulation studies show that both tests are of accurate size and satisfactory power, and are quite robust to non-normality of error distribution. A house price data set is finally analyzed to demonstrate the application of the proposed tests in detecting spatial dependence and temporal heterogeneity.
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North China Elect Power Univ, Sch Math & Phys, Beijing, Peoples R ChinaNorth China Elect Power Univ, Sch Math & Phys, Beijing, Peoples R China
Wang, Xiaoying
Sun, Xiaoqian
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Beijing Univ Technol, Fac Sci, Beijing, Peoples R China
AVIC Res Inst Special Struct Aeronaut Composites C, Jinan, Peoples R ChinaNorth China Elect Power Univ, Sch Math & Phys, Beijing, Peoples R China
Sun, Xiaoqian
Du, Jiang
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Beijing Univ Technol, Fac Sci, Beijing, Peoples R ChinaNorth China Elect Power Univ, Sch Math & Phys, Beijing, Peoples R China
Du, Jiang
Liu, Kaiyuan
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Beijing Univ Technol, Fac Sci, Beijing, Peoples R ChinaNorth China Elect Power Univ, Sch Math & Phys, Beijing, Peoples R China
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Fudan Univ, Sch Econ, Shanghai, Peoples R China
Shanghai Inst Int Finance & Econ, Shanghai, Peoples R ChinaFudan Univ, Sch Econ, Shanghai, Peoples R China
Fu, Zhonghao
Hong, Yongmiao
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Univ Chinese Acad Sci, Sch Econ & Management, Beijing, Peoples R China
Chinese Acad Sci, Beijing, Peoples R ChinaFudan Univ, Sch Econ, Shanghai, Peoples R China
Hong, Yongmiao
Su, Liangjun
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Tsinghua Univ, Sch Econ & Management, Beijing, Peoples R ChinaFudan Univ, Sch Econ, Shanghai, Peoples R China
Su, Liangjun
Wang, Xia
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Renmin Univ China, Sch Econ, Beijing 100872, Peoples R ChinaFudan Univ, Sch Econ, Shanghai, Peoples R China