Minimax Instrumental Variable Regression and Convergence Guarantees without Identification or Closedness

A Bennett, N Kallus, X Mao, W Newey… - The Thirty Sixth …, 2023 - proceedings.mlr.press
In this paper, we study nonparametric estimation of instrumental variable (IV) regressions.
Recently, many flexible machine learning methods have been developed for instrumental …

Local identification of nonparametric and semiparametric models

X Chen, V Chernozhukov, S Lee, WK Newey - Econometrica, 2014 - Wiley Online Library
In parametric, nonlinear structural models, a classical sufficient condition for local
identification, like Fisher (1966) and Rothenberg (1971), is that the vector of moment …

Provably efficient neural estimation of structural equation models: An adversarial approach

L Liao, YL Chen, Z Yang, B Dai… - Advances in Neural …, 2020 - proceedings.neurips.cc
Structural equation models (SEMs) are widely used in sciences, ranging from economics to
psychology, to uncover causal relationships underlying a complex system under …

Intergenerational transmission of family influence

S Eshaghnia, JJ Heckman, R Landersø, R Qureshi - 2022 - nber.org
This paper studies intergenerational mobility—the transmission of family influence. We
develop and estimate measures of lifetime resources (income and wealth) motivated by …

Stochastic revealed preferences with measurement error

VH Aguiar, N Kashaev - The Review of Economic Studies, 2021 - academic.oup.com
A long-standing question about consumer behaviour is whether individuals' observed
purchase decisions satisfy the revealed preference (RP) axioms of the utility maximization …

Linear IV regression estimators for structural dynamic discrete choice models

M Kalouptsidi, PT Scott, E Souza-Rodrigues - Journal of Econometrics, 2021 - Elsevier
In structural dynamic discrete choice models, unobserved or mis-measured state variables
may lead to biased parameter estimates and misleading inference. In this paper, we show …

Nonparametric stochastic discount factor decomposition

TM Christensen - Econometrica, 2017 - Wiley Online Library
Stochastic discount factor (SDF) processes in dynamic economies admit a permanent‐
transitory decomposition in which the permanent component characterizes pricing over long …

Permanent‐income inequality

B Abbott, G Gallipoli - Quantitative Economics, 2022 - Wiley Online Library
Through certainty equivalent consumption (CE) measures, we show that dispersion of
current earnings, expenditures, and net worth overstate welfare inequality. This is largely …

Semiparametric estimation of random coefficients in structural economic models

S Hoderlein, L Nesheim, A Simoni - Econometric Theory, 2017 - cambridge.org
This paper discusses nonparametric estimation of the distribution of random coefficients in a
structural model that is nonlinear in the random coefficients. We establish that the problem of …

Nonparametric euler equation identification and estimation

JC Escanciano, S Hoderlein, A Lewbel, O Linton… - 2015 - econstor.eu
We consider nonparametric identification and estimation of pricing kernels, or equivalently of
marginal utility functions up to scale, in consumption based asset pricing Euler equations …