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  • Search: subject:"Cross-fitting"
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Year of publication
Subject
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cross-fitting 7 Estimation theory 6 Schätztheorie 6 Artificial intelligence 4 Average structural function 4 Künstliche Intelligenz 4 dose-response function 4 doubly robust 4 high dimension 4 nonseparable models 4 partial mean 4 post-selection inference 4 Causality analysis 3 Induktive Statistik 3 Kausalanalyse 3 Nichtparametrisches Verfahren 3 Nonparametric statistics 3 Statistical inference 3 covariance structure model 3 cross fitting 3 earnings dynamics 3 many moments 3 minimum distance estimation 3 weighting matrix 3 CATE 2 Cross-fitting 2 Orthogonal learning 2 Robust statistics 2 Robustes Verfahren 2 continuous treatment 2 double debiased machine learning 2 dynamic panel data,time series 2 graphical lasso 2 mixing 2 neighbors-left-out 2 residual learning 2 Causal heterogeneity 1 Causal inference 1 Cluster analysis 1 Clusteranalyse 1
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Online availability
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Free 11 Undetermined 2 CC license 1
Type of publication
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Book / Working Paper 8 Article 5
Type of publication (narrower categories)
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Working Paper 8 Arbeitspapier 4 Article in journal 4 Aufsatz in Zeitschrift 4 Graue Literatur 4 Non-commercial literature 4 Article 1
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Language
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English 13
Author
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Colangelo, Kyle 4 Lee, Ying-Ying 4 Cheng, Xu 3 Shephard, Andrew 3 Sánchez-Becerra, Alejandro 3 Chernozhukov, Victor 2 Goldman, Matt 2 Semenova, Vira 2 Taddy, Matt 2 Chiang, Harold D. 1 Imai, Kosuke 1 Jacob, Daniel 1 Kato, Kengo 1 Li, Michael Lingzhi 1 Ma, Yukun 1 Qiu, Chen 1 Sasaki, Yuya 1
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Published in...
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CEMMAP working papers / Centre for Microdata Methods and Practice 3 cemmap working paper 3 Journal of business & economic statistics : JBES ; a publication of the American Statistical Association 2 IRTG 1792 Discussion Paper 1 Quantitative Economics 1 Quantitative economics : QE ; journal of the Econometric Society 1 The econometrics journal 1 Working papers / Penn Institute for Economic Research 1
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Source
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ECONIS (ZBW) 8 EconStor 5
Showing 1 - 10 of 13
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Cross-fitted empirical likelihood on semiparametric models
Qiu, Chen - In: The econometrics journal 28 (2025) 3, pp. 385-405
Persistent link: https://www.econbiz.de/10015459767
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Inference on heterogeneous treatment effects in high-dimensional dynamic panels under weak dependence
Semenova, Vira; Goldman, Matt; Chernozhukov, Victor; … - In: Quantitative economics : QE ; journal of the … 14 (2023) 2, pp. 471-510
treatment and take the cross‐fitted residuals. This step uses a novel generic cross‐fitting method that we design for weakly …
Persistent link: https://www.econbiz.de/10014308573
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Inference on heterogeneous treatment effects in high-dimensional dynamic panels under weak dependence
Semenova, Vira; Goldman, Matt; Chernozhukov, Victor; … - In: Quantitative Economics 14 (2023) 2, pp. 471-510
treatment and take the cross-fitted residuals. This step uses a novel generic cross-fitting method that we design for weakly …
Persistent link: https://www.econbiz.de/10014536958
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Statistical inference for heterogeneous treatment effects discovered by generic machine learning in randomized experiments
Imai, Kosuke; Li, Michael Lingzhi - In: Journal of business & economic statistics : JBES ; a … 43 (2025) 1, pp. 256-268
Persistent link: https://www.econbiz.de/10015533975
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Cross-Fitting and Averaging for Machine Learning Estimation of Heterogeneous Treatment Effects
Jacob, Daniel - 2020
We investigate the finite sample performance of sample splitting, cross-fitting and averaging for the estimation of the …-splitting, cross-fitting and averaging procedures. We investigate the performance of each estimator independently on four different … the sample split estimators can be achieved when applying cross-fitting plus taking the median over multiple different …
Persistent link: https://www.econbiz.de/10012433258
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How to weight in moments matchings : a new approach and applications to earnings dynamics
Cheng, Xu; Sánchez-Becerra, Alejandro; Shephard, Andrew - 2023 - This Version: June 25, 2023
. This paper introduces a new weighting scheme that combines cross-fitting and regularized weighting matrix estimation. We … also provide a new cross-fitting standard error, applying cross-fitting to estimate the asymptotic variance. In a many …-moment asymptotic framework, we demonstrate the effectiveness of cross-fitting in eliminating a first-order asymptotic bias due to …
Persistent link: https://www.econbiz.de/10014312068
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How to weight in moments matchings : a new approach and applications to earnings dynamics
Cheng, Xu; Sánchez-Becerra, Alejandro; Shephard, Andrew - 2023
Persistent link: https://www.econbiz.de/10014312966
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How to weight in moments matchings: A new approach and applications to earnings dynamics
Cheng, Xu; Sánchez-Becerra, Alejandro; Shephard, Andrew - 2023
. This paper introduces a new weighting scheme that combines cross-fitting and regularized weighting matrix estimation. We … also provide a new cross-fitting standard error, applying cross-fitting to estimate the asymptotic variance. In a many …-moment asymptotic framework, we demonstrate the effectiveness of cross-fitting in eliminating a first-order asymptotic bias due to …
Persistent link: https://www.econbiz.de/10014480406
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Double debiased machine learning nonparametric inference with continuous treatments
Colangelo, Kyle; Lee, Ying-Ying - 2019
doubly robust influence function and cross-fitting, we give tractable primitive conditions under which the nuisance …
Persistent link: https://www.econbiz.de/10012111514
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Double debiased machine learning nonparametric inference with continuous treatments
Colangelo, Kyle; Lee, Ying-Ying - 2019
robust influence function and cross-fitting, we give tractable primitive conditions under which the nuisance estimators do …
Persistent link: https://www.econbiz.de/10012137890
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