4 papers · 1 filter
Identification and Estimation of Network Models with Nonparametric Unobserved Heterogeneity
Andrei Zeleneev
Homophily based on observables is widespread in networks. Therefore, homophily based on unobservables (fixed effects) is also likely to be an important determinant of the interacti…
Tractable Estimation of Nonlinear Panels with Interactive Fixed Effects
Andrei Zeleneev, Weisheng Zhang
Interactive fixed effects are routinely controlled for in linear panel models. While an analogous fixed effects (FE) estimator for nonlinear models has been available in the litera…
Inferring Treatment Effects in Large Panels by Uncovering Latent Similarities
Ben Deaner, Chen-Wei Hsiang, Andrei Zeleneev
The presence of unobserved confounders is one of the main challenges in identifying treatment effects. In this paper, we propose a new approach to causal inference using panel data…
Nonparametric Identification and Estimation with Non-Classical Errors-in-Variables
Kirill S. Evdokimov, Andrei Zeleneev
This paper considers nonparametric identification and estimation of the regression function when a covariate is mismeasured. The measurement error need not be classical. Employing…