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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Main Authors: XU, Yuhong, YANG, Zhenlin
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Language:English
Published: Institutional Knowledge at Singapore Management University 2019
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Online Access: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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spelling 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
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic Spatial panels
Fixed effects
Time-Varying Covariate Effects
Time-Varying Spatial Effects
Change Points
Econometrics
spellingShingle 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
description 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.
format text
author XU, Yuhong
YANG, Zhenlin
author_facet XU, Yuhong
YANG, Zhenlin
author_sort 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
publisher 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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