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Valid post-selection and post-regularization inference : an elementary, general approach

Chernozhukov, Victor; Hansen, Christian Bailey; … - 2016

Here we present an expository, general analysis of valid post-selection or post-regularization inference about a low-dimensional target parameter in the presence of a very high-dimensional nuisance parameter which is estimated using selection or regularization methods. Our analysis provides a...

Persistent link: https://www.econbiz.de/10011524714

Double machine learning for treatment and causal parameters

Chernozhukov, Victor; Chetverikov, Denis; Demirer, Mert; … - 2016

.g. a hybrid of a random forest and lasso). We illustrate the application of the general theory through application to the …

Persistent link: https://www.econbiz.de/10011538313

Program evaluation with high-dimensional data

Belloni, Alexandre; Chernozhukov, Victor; … - 2015 - This version: September 20, 2015

In this paper, we provide efficient estimators and honest confidence bands for a variety of treatment effects including local average (LATE) and local quantile treatment effects (LQTE) in data-rich environments. We can handle very many control variables, endogenous receipt of treatment,...

Persistent link: https://www.econbiz.de/10011337681

Simulation and estimation of hedonic models

Heckman, James J. (contributor); … - 2003 - [Elektronische Ressource]

Persistent link: https://www.econbiz.de/10001835951

Nachhaltige Politikberatung: Der Ansatz normativer Institutionenökonomik

Pies, Ingo - 2004

Persistent link: https://www.econbiz.de/10002488836

Mentale Modelle und Vertrauensbildung : eine wirtschaftsethische Analyse

Beckmann, Markus; Mackenbrock, Thomas; Pies, Ingo; … - 2004

Persistent link: https://www.econbiz.de/10002489852

Korruption: Diagnose und Therapie aus wirtschaftsethischer Sicht

Pies, Ingo - 2003

Persistent link: https://www.econbiz.de/10001841913

Theoretische Grundlagen demokratischer Wirtschafts- und Gesellschaftspolitik - Der Beitrag von Karl Marx

Pies, Ingo - 2005

Persistent link: https://www.econbiz.de/10002585705

Evaluating marginal policy changes and the average effect of treatment for individuals at the margin

Carneiro, Pedro; Heckman, James J.; Vytlacil, Edward - 2009

This paper develops methods for evaluating marginal policy changes. We characterize how the effects of marginal policy changes depend on the direction of the policy change, and show that marginal policy effects are fundamentally easier to identify and to estimate than conventional treatment...

Persistent link: https://www.econbiz.de/10003869267

Sparse models and methods for optimal instruments with an application to eminent domain

Belloni, A.; Chen, D.; Chernozhukov, Victor; Hansen, … - 2010

sample size, n. We rigorously develop asymptotic distribution and inference theory for the resulting IV estimators and … functions which are of independent theoretical and practical interest. Specifically, we develop the asymptotic theory for these … innovatively using moderate deviation theory for self-normalized sums, we provide convergence rates for these estimators that are …

Persistent link: https://www.econbiz.de/10008695561