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  • Search: subject:"valid inference"
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Year of publication
Subject
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Estimation theory 13 Schätztheorie 13 Induktive Statistik 11 Regression analysis 11 Regressionsanalyse 11 Statistical inference 11 uniformly valid inference 8 Neymanization 7 Statistical test 7 Statistischer Test 7 inference under imperfect model selection 7 optimality 7 partially linear model 7 sparsity 7 uniformly valid inference after model selection 7 Causality analysis 6 Kausalanalyse 6 instruments 6 high-dimensional-sparse regression 5 treatment effects 5 IV-Schätzung 4 Instrumental variables 4 Nichtparametrisches Verfahren 4 Nonparametric statistics 4 model selection 4 Agnostic Inference 3 Causal Effects 3 Confidence Intervals 3 Machine Learning 3 Multiple Splitting,Assumption-Freeness 3 Quantification of Uncertainty 3 Sample Splitting 3 Sparsity 3 Uniformly Valid Inference 3 Uniformly valid inference 3 Variational P-values and Confidence Intervals 3 average treatment effects for the treated 3 median regression 3 post selection inference 3 valid inference 3
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Online availability
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Free 23 Undetermined 3 CC license 1
Type of publication
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Book / Working Paper 22 Article 5
Type of publication (narrower categories)
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Working Paper 19 Arbeitspapier 11 Graue Literatur 11 Non-commercial literature 11 Article in journal 4 Aufsatz in Zeitschrift 4
Language
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English 24 Undetermined 3
Author
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Chernozhukov, Victor 21 Belloni, Alexandre 18 Hansen, Christian 8 Kato, Kengo 7 Demirer, Mert 3 Duflo, Esther 3 Kozbur, Damian 3 Wei, Ying 3 Fernández-Val, Iván 2 Anderson, Heather 1 Belloni, A. 1 Bojinov, Iavor 1 Chernozhukov, V. 1 Derumigny, Alexis 1 Fernandez-Val, Ivan 1 Girard, Lucas 1 Guyonvarch, Yannick 1 Hansen, C. 1 Liang, Biyonka 1 Mikusheva, Anna 1 Poskitt, D. S. 1 Skeels, C. L. 1 Sølvsten, Mikkel 1
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Institution
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Centre for Microdata Methods and Practice (CEMMAP) 2 Department of Econometrics and Business Statistics, Monash Business School 1
Published in...
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CEMMAP working papers / Centre for Microdata Methods and Practice 8 cemmap working paper 8 CeMMAP working papers 2 Journal of business & economic statistics : JBES ; a publication of the American Statistical Association 2 Journal of Economic Methodology 1 Monash Econometrics and Business Statistics Working Papers 1 Quantitative economics : QE ; journal of the Econometric Society 1 Série des documents de travail 1 The review of economic studies 1 Working paper / National Bureau of Economic Research, Inc. 1 Working papers / Harvard Business School, Division of Research 1
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Source
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ECONIS (ZBW) 15 EconStor 8 RePEc 4
Showing 1 - 10 of 27
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Linear regression with weak exogeneity
Mikusheva, Anna; Sølvsten, Mikkel - In: Quantitative economics : QE ; journal of the … 16 (2025) 2, pp. 367-403
This paper studies linear time‐series regressions with many regressors. Weak exogeneity is the most used identifying assumption in time series. Weak exogeneity requires the structural error to have zero conditional expectation given present and past regressor values, allowing errors to...
Persistent link: https://www.econbiz.de/10015423082
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An experimental design for anytime-valid causal inference on multi-armed bandits
Liang, Biyonka; Bojinov, Iavor - 2024
Persistent link: https://www.econbiz.de/10014487227
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Inference in high-dimensional panel models with an application to gun control
Belloni, Alexandre; Chernozhukov, Victor; Hansen, Christian - In: Journal of business & economic statistics : JBES ; a … 34 (2016) 4, pp. 590-605
Persistent link: https://www.econbiz.de/10011692431
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On the construction of confidence intervals for ratios of expectations
Derumigny, Alexis; Girard, Lucas; Guyonvarch, Yannick - 2019
Persistent link: https://www.econbiz.de/10012237309
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Post-selection inference for generalized linear models with many controls
Belloni, Alexandre; Chernozhukov, Victor; Wei, Ying - In: Journal of business & economic statistics : JBES ; a … 34 (2016) 4, pp. 606-619
Persistent link: https://www.econbiz.de/10011692433
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Generic machine learning inference on heterogenous treatment effects in randomized experiments
Chernozhukov, Victor; Demirer, Mert; Duflo, Esther; … - 2018
Persistent link: https://www.econbiz.de/10011882147
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Generic machine learning inference on heterogenous treatment effects in randomized experiments
Chernozhukov, Victor; Demirer, Mert; Duflo, Esther; … - 2017
We propose strategies to estimate and make inference on key features of heterogeneous effects in randomized experiments. These key features include best linear predictors of the effects using machine learning proxies, average effects sorted by impact groups, and average characteristics of most...
Persistent link: https://www.econbiz.de/10011775335
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Inference on treatment effects after selection among high-dimensional controls
Belloni, Alexandre; Chernozhukov, Victor; Hansen, Christian - In: The review of economic studies 81 (2014) 2, pp. 608-650
Persistent link: https://www.econbiz.de/10010485099
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Generic machine learning inference on heterogenous treatment effects in randomized experiments
Chernozhukov, Victor; Demirer, Mert; Duflo, Esther; … - 2017
We propose strategies to estimate and make inference on key features of heterogeneous effects in randomized experiments. These key features include best linear predictors of the effects using machine learning proxies, average effects sorted by impact groups, and average characteristics of most...
Persistent link: https://www.econbiz.de/10011941541
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Inference in high dimensional panel models with an application to gun control
Belloni, Alexandre; Chernozhukov, Victor; Hansen, Christian - 2014 - This version is of November 24, 2014
all individuals. Within this framework, we provide procedures that give uniformly valid inference over a fixed subset of …
Persistent link: https://www.econbiz.de/10010459263
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