Leeb, Hannes and Pötscher, Benedikt M. and Kivaranovic, Danijel (2018): Discussion on "Model Confidence Bounds for Variable Selection" by Yang Li, Yuetian Luo, Davide Ferrari, Xiaonan Hu, and Yichen Qin. Forthcoming in: Biometrics
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Item Type: | MPRA Paper |
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Original Title: | Discussion on "Model Confidence Bounds for Variable Selection" by Yang Li, Yuetian Luo, Davide Ferrari, Xiaonan Hu, and Yichen Qin |
Language: | English |
Keywords: | Model selection |
Subjects: | C - Mathematical and Quantitative Methods > C1 - Econometric and Statistical Methods and Methodology: General > C10 - General C - Mathematical and Quantitative Methods > C2 - Single Equation Models ; Single Variables > C20 - General |
Item ID: | 90675 |
Depositing User: | Benedikt Poetscher |
Date Deposited: | 25 Dec 2018 10:49 |
Last Modified: | 29 Sep 2019 09:30 |
References: | Hajek, J. (1971). Limiting properties of likelihoods and inference. In Foundations of Statistical Inference: Proceedings of the Symposium on the Foundations of Statistical Inference, University of Waterloo, Ontario, March 31 { April 9, 1970 (V. P. Godambe and D. A. Sprott, eds.). Holt, Rinehard and Winston, Toronto, Canada, 142{162. Leeb, H. (2008). Evaluation and selection of models for out-of-sample prediction when the sample size is small relative to the complexity of the data-generating process. Bernoulli 14, 661{690. Leeb, H. (2009). Conditional predictive inference post model selection. Ann. Statist. 37, 2838-2876. Leeb, H. and Pötscher, B. M. (2005). Model selection and inference: Facts and fiction. Econometric Theory 21, 21-59. Leeb, H. and Pötscher, B. M. (2006a). Can one estimate the conditional distribution of post-model-selection estimators? Ann. Statist. 34, 2554-2591. Leeb, H. and Pötscher, B. M. (2006b). Performance limits for estimators of the risk or distribution of shrinkage-type estimators, and some general lower risk-bound results. Econometric Theory 22, 69-97. Corrigendum ibid. 24, 581-583, 2008. Leeb, H. and Pötscher, B. M. (2008a). Can one estimate the unconditional distribution of post-model-selection estimators? Econometric Theory 24, 338-376. Leeb, H. and Pötscher, B. M. (2008b). Model selection. In Handbook of Financial Time Series (T. G. Andersen, R. A. Davis, J.-P. Kreiß and T. Mikosch, eds.). Springer, New York, NY, 785-821. Leeb, H. and Pötscher, B. M. (2008c). Sparse estimators and the oracle property, or the return of Hodges' estimator. J. Econometrics 142, 201-211. Li, Y., Luo, Y., Ferrari, D., Hu, X. and Qin, Y. (2018). Model confidence bounds for variable selection. Biometrics. Forthcoming. Pötscher, B. M. (2009). Confidence sets based on sparse estimators are necessarily large. Sankhya 71, 1-18. Pötscher, B. M. and Leeb, H. (2009). On the distribution of penalized maximum likelihood estimators: The LASSO, SCAD, and thresholding. J. Multivariate Anal. 100, 2065-2082. Pötscher, B. M. and Schneider, U. (2009). On the distribution of the adaptive LASSO estimator. J. Statist. Plann. Inference 139, 2775-2790. Pötscher, B. M. and Schneider, U. (2011). Distributional results for thresholding estimators in high-dimensional Gaussian regression models. Electron. J. Statist. 5, 1876- 1934. Steinberger, L. and Leeb, H. (2018). Prediction when fitting simple models to highdimensional data. Ann. Statist. Forthcoming. |
URI: | https://mpra.ub.uni-muenchen.de/id/eprint/90675 |
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Comment on "Model Confidence Bounds for Variable Selection" by Yang Li, Yuetian Luo, Davide Ferrari, Xiaonan Hu, and Yichen Qin. (deposited 21 Dec 2018 11:42)
- Discussion on "Model Confidence Bounds for Variable Selection" by Yang Li, Yuetian Luo, Davide Ferrari, Xiaonan Hu, and Yichen Qin. (deposited 25 Dec 2018 10:49) [Currently Displayed]