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  • Search: subject:"valid inference"
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Year of publication
Subject
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Estimation theory 12 Schätztheorie 12 Induktive Statistik 11 Statistical inference 11 Regression analysis 10 Regressionsanalyse 10 uniformly valid inference 8 Neymanization 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 Statistical test 6 Statistischer Test 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 Artificial intelligence 2
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Online availability
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Free 22 Undetermined 3
Type of publication
All
Book / Working Paper 22 Article 4
Type of publication (narrower categories)
All
Working Paper 19 Arbeitspapier 11 Graue Literatur 11 Non-commercial literature 11 Article in journal 3 Aufsatz in Zeitschrift 3
Language
All
English 23 Undetermined 3
Author
All
Chernozhukov, Victor 21 Belloni, Alexandre 18 Kato, Kengo 7 Hansen, Christian Bailey 5 Demirer, Mert 3 Duflo, Esther 3 Hansen, Christian 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 Poskitt, D. S. 1 Skeels, C. L. 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...
All
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 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) 14 EconStor 8 RePEc 4
Showing 1 - 10 of 26
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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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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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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/10011941541
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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 in high dimensional panel models with an application to gun control
Belloni, Alexandre; Chernozhukov, Victor; Hansen, Christian - 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/10011445705
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Uniform post selection inference for LAD regression and other Z-estimation problems
Belloni, Alexandre; Chernozhukov, Victor; Kato, Kengo - 2014
We develop uniformly valid confidence regions for regression coefficients in a highdimensional sparse median regression model with homoscedastic errors. Our methods are based on a moment equation that is immunized against non-regular estimation of the nuisance part of the median regression...
Persistent link: https://www.econbiz.de/10011445709
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Cover Image
Uniform post selection inference for LAD regression and other Z-estimation problems
Belloni, Alexandre; Chernozhukov, Victor; Kato, Kengo - 2014
We develop uniformly valid confidence regions for regression coefficients in a highdimensional sparse median regression model with homoscedastic errors. Our methods are based on a moment equation that is immunized against non-regular estimation of the nuisance part of the median regression...
Persistent link: https://www.econbiz.de/10010462672
Saved in:
Cover Image
Inference in high dimensional panel models with an application to gun control
Belloni, Alexandre; Chernozhukov, Victor; Hansen, … - 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
Saved in:
Cover Image
Inference on treatment effects after selection amongst high-dimensional controls
Belloni, Alexandre; Chernozhukov, Victor; Hansen, Christian - 2013
novel estimation and uniformly valid inference method for the treatment effect in this setting, called the 'post …
Persistent link: https://www.econbiz.de/10010318684
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