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A robust test for network generated dependence

Xiaodong Liu and Ingmar Prucha

Journal of Econometrics, 2018, vol. 207, issue 1, 92-113

Abstract: The paper introduces a robust testing procedure for network generated cross sectional dependence in the endogenous variables, exogenous variables and/or disturbances. Empirical researchers often face situations where they are unsure about how to model the proximity between cross sectional units in a network. The tests considered provide the empirical researcher an important degree of robustness in such situations. They generalize the Moran (1950) I test for dependence in spatial networks. The asymptotic properties of the tests are established under general conditions. The paper also discusses the use of the test statistics in situations where the network topology is endogenous.

Keywords: Test for network dependence; Generalized Moran I test; LM test; Laplace approximation; Network endogeneity; Network specification; Robustness (search for similar items in EconPapers)
JEL-codes: C12 C21 (search for similar items in EconPapers)
Date: 2018
References: View references in EconPapers View complete reference list from CitEc
Citations: View citations in EconPapers (7)

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Persistent link: https://EconPapers.repec.org/RePEc:eee:econom:v:207:y:2018:i:1:p:92-113

DOI: 10.1016/j.jeconom.2018.05.005

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Journal of Econometrics is currently edited by T. Amemiya, A. R. Gallant, J. F. Geweke, C. Hsiao and P. M. Robinson

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