Specification tests for temporal heterogeneity in spatial panel models with fixed effects
We propose score type tests for testing the existence of temporal heterogeneity in slope and spatial parameters in spatial panel data (SPD) models, allowing for the presence of individual-specific and/or time-specific fixed effects (or in general intercept heterogeneity). The SPD model with spatial...
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sg-smu-ink.soe_research-32412019-04-19T15:07:35Z Specification tests for temporal heterogeneity in spatial panel models with fixed effects XU, Yuhong YANG, Zhenlin We propose score type tests for testing the existence of temporal heterogeneity in slope and spatial parameters in spatial panel data (SPD) models, allowing for the presence of individual-specific and/or time-specific fixed effects (or in general intercept heterogeneity). The SPD model with spatial lag effect is treated in detail by first considering the model with individual-specific effects only, and then extending it to the model with both individual and time specific effects. Two types of tests (naive and robust) are proposed, and their asymptotic properties are presented. These tests are then fully extended to an SPD model with both spatial lag and spatial error effects. Monte Carlo results show that the robust tests have much superior finite and large sample properties than the naive tests. Thus, the proposed robust tests provide reliable tools for identifying possible existence of temporal heterogeneity in regression and spatial coefficients. Empirical illustrations of the proposed tests are given. 2019-01-01T08:00:00Z text application/pdf https://ink.library.smu.edu.sg/soe_research/2242 https://ink.library.smu.edu.sg/context/soe_research/article/3241/viewcontent/SpecTests_HGSPD2019_01_.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Economics eng Institutional Knowledge at Singapore Management University Spatial panels Fixed effects Time-Varying Covariate Effects Time-Varying Spatial Effects Change Points Econometrics |
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Spatial panels Fixed effects Time-Varying Covariate Effects Time-Varying Spatial Effects Change Points Econometrics XU, Yuhong YANG, Zhenlin Specification tests for temporal heterogeneity in spatial panel models with fixed effects |
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We propose score type tests for testing the existence of temporal heterogeneity in slope and spatial parameters in spatial panel data (SPD) models, allowing for the presence of individual-specific and/or time-specific fixed effects (or in general intercept heterogeneity). The SPD model with spatial lag effect is treated in detail by first considering the model with individual-specific effects only, and then extending it to the model with both individual and time specific effects. Two types of tests (naive and robust) are proposed, and their asymptotic properties are presented. These tests are then fully extended to an SPD model with both spatial lag and spatial error effects. Monte Carlo results show that the robust tests have much superior finite and large sample properties than the naive tests. Thus, the proposed robust tests provide reliable tools for identifying possible existence of temporal heterogeneity in regression and spatial coefficients. Empirical illustrations of the proposed tests are given. |
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text |
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XU, Yuhong YANG, Zhenlin |
author_facet |
XU, Yuhong YANG, Zhenlin |
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XU, Yuhong |
title |
Specification tests for temporal heterogeneity in spatial panel models with fixed effects |
title_short |
Specification tests for temporal heterogeneity in spatial panel models with fixed effects |
title_full |
Specification tests for temporal heterogeneity in spatial panel models with fixed effects |
title_fullStr |
Specification tests for temporal heterogeneity in spatial panel models with fixed effects |
title_full_unstemmed |
Specification tests for temporal heterogeneity in spatial panel models with fixed effects |
title_sort |
specification tests for temporal heterogeneity in spatial panel models with fixed effects |
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Institutional Knowledge at Singapore Management University |
publishDate |
2019 |
url |
https://ink.library.smu.edu.sg/soe_research/2242 https://ink.library.smu.edu.sg/context/soe_research/article/3241/viewcontent/SpecTests_HGSPD2019_01_.pdf |
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