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Year of publication
Subject
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Agnostic Inference 3 Causal Effects 3 Confidence Intervals 3 Machine Learning 3 Multiple Splitting,Assumption-Freeness 3 Quantification of Uncertainty 3 Sample Splitting 3 Uniformly Valid Inference 3 Variational P-values and Confidence Intervals 3 Artificial intelligence 2 Causality analysis 2 Financial market 2 Finanzmarkt 2 Interval estimation 2 Intervallschätzung 2 Kausalanalyse 2 Künstliche Intelligenz 2 Theorie 1 Theory 1 causal inference 1 confidence intervals 1 doubly-robust estimator 1 machine learning 1 multiple splitting 1 simulation study 1 sorted group ATE (GATES) 1
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Online availability
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Free 4
Type of publication
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Book / Working Paper 4
Type of publication (narrower categories)
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Working Paper 4 Arbeitspapier 2 Graue Literatur 2 Non-commercial literature 2
Language
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English 4
Author
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Chernozhukov, Victor 3 Demirer, Mert 3 Duflo, Esther 3 Fernández-Val, Iván 2 Fernandez-Val, Ivan 1 Härdle, Wolfgang Karl 1 Jacob, Daniel 1 Lessmann, Stefan 1
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Published in...
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CEMMAP working papers / Centre for Microdata Methods and Practice 1 IRTG 1792 Discussion Paper 1 Working paper / National Bureau of Economic Research, Inc. 1 cemmap working paper 1
Source
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ECONIS (ZBW) 2 EconStor 2
Showing 1 - 4 of 4
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Group Average Treatment Effects for Observational Studies
Jacob, Daniel; Härdle, Wolfgang Karl; Lessmann, Stefan - 2019
The paper proposes an estimator to make inference of heterogeneous treatment effects sorted by impact groups (GATES) for non-randomised experiments. Observational studies are standard in policy evaluation from labour markets, educational surveys and other empirical studies. To control for a...
Persistent link: https://www.econbiz.de/10012433242
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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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Cover Image
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
Saved in:
Cover Image
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
Saved in:
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