The main contributions of robust statistics to statistical science and a new challenge
Author
Abstract
Suggested Citation
DOI: 10.1007/s40300-020-00185-3
Download full text from publisher
As the access to this document is restricted, you may want to search for a different version of it.
References listed on IDEAS
- Hansen, Lars Peter, 1982. "Large Sample Properties of Generalized Method of Moments Estimators," Econometrica, Econometric Society, vol. 50(4), pages 1029-1054, July.
- Robert Tibshirani, 2011. "Regression shrinkage and selection via the lasso: a retrospective," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 73(3), pages 273-282, June.
- McCann, Lauren & Welsch, Roy E., 2007. "Robust variable selection using least angle regression and elemental set sampling," Computational Statistics & Data Analysis, Elsevier, vol. 52(1), pages 249-257, September.
- White, Halbert, 1980. "A Heteroskedasticity-Consistent Covariance Matrix Estimator and a Direct Test for Heteroskedasticity," Econometrica, Econometric Society, vol. 48(4), pages 817-838, May.
- She, Yiyuan & Owen, Art B., 2011. "Outlier Detection Using Nonconvex Penalized Regression," Journal of the American Statistical Association, American Statistical Association, vol. 106(494), pages 626-639.
- Xueqin Wang & Yunlu Jiang & Mian Huang & Heping Zhang, 2013. "Robust Variable Selection With Exponential Squared Loss," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 108(502), pages 632-643, June.
- Marco Avella-Medina & Elvezio Ronchetti, 2018. "Robust and consistent variable selection in high-dimensional generalized linear models," Biometrika, Biometrika Trust, vol. 105(1), pages 31-44.
- Y. She & K. Chen, 2017. "Robust reduced-rank regression," Biometrika, Biometrika Trust, vol. 104(3), pages 633-647.
- Adarsh Prasad & Arun Sai Suggala & Sivaraman Balakrishnan & Pradeep Ravikumar, 2020. "Robust estimation via robust gradient estimation," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 82(3), pages 601-627, July.
- Qiang Sun & Wen-Xin Zhou & Jianqing Fan, 2020. "Adaptive Huber Regression," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 115(529), pages 254-265, January.
Citations
Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
Cited by:
- Alexander Robitzsch, 2022. "Comparing the Robustness of the Structural after Measurement (SAM) Approach to Structural Equation Modeling (SEM) against Local Model Misspecifications with Alternative Estimation Approaches," Stats, MDPI, vol. 5(3), pages 1-42, July.
- Paweł D. Domański, 2024. "Energy-Aware Multicriteria Control Performance Assessment," Energies, MDPI, vol. 17(5), pages 1-18, March.
Most related items
These are the items that most often cite the same works as this one and are cited by the same works as this one.- Wang, Yibo & Karunamuni, Rohana J., 2022. "High-dimensional robust regression with Lq-loss functions," Computational Statistics & Data Analysis, Elsevier, vol. 176(C).
- Thompson, Ryan, 2022. "Robust subset selection," Computational Statistics & Data Analysis, Elsevier, vol. 169(C).
- Yenn-Ru Chen & Carl R. Chen & Chih-Kang Chu, 2014. "The Effect of Executive Stock Options on Corporate Innovative Activities," Financial Management, Financial Management Association International, vol. 43(2), pages 271-290, June.
- Deodat E. Adenutsi & Meshach J. Aziakpono & Matthew K. Ocran, 2011.
"The Changing Impact Of Macroeconomic Environment On Remittance Inflows In Sub-Saharan Africa,"
Journal of Academic Research in Economics, Spiru Haret University, Faculty of Accounting and Financial Management Constanta, vol. 3(2 (July)), pages 136-167.
- Adenutsi, Deodat E. & Aziakpono, Meshach J. & Ocran, Matthew K., 2011. "The changing impact of macroeconomic environment on remittance inflows in sub-Saharan Africa," MPRA Paper 37067, University Library of Munich, Germany.
- Panagiotis T. Konstantinou, 2005. "The Expectations Hypothesis of the Term Structure : A Look at the Polish Interbank Market," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 41(3), pages 70-91, May.
- Kleibergen, Frank & Paap, Richard, 2006.
"Generalized reduced rank tests using the singular value decomposition,"
Journal of Econometrics, Elsevier, vol. 133(1), pages 97-126, July.
- Frank Kleibergen & Richard Paap, 2003. "Generalized Reduced Rank Tests using the Singular Value Decomposition," Tinbergen Institute Discussion Papers 03-003/4, Tinbergen Institute.
- Kleibergen, F.R. & Paap, R., 2003. "Generalized Reduced Rank Tests using the Singular Value Decomposition," Econometric Institute Research Papers EI 2003-01, Erasmus University Rotterdam, Erasmus School of Economics (ESE), Econometric Institute.
- Richard Paap & Frank Kleibergen, 2004. "Generalized Reduced Rank Tests using the Singular Value Decomposition," Econometric Society 2004 Australasian Meetings 195, Econometric Society.
- Amengual, Dante & Sentana, Enrique, 2010.
"A comparison of mean-variance efficiency tests,"
Journal of Econometrics, Elsevier, vol. 154(1), pages 16-34, January.
- Dante Amengual & Enrique Sentana, 2008. "A Comparison of Mean-Variance Efficiency Tests," Working Papers wp2008_0806, CEMFI.
- Matos, Paulo Rogério Faustino & Costa, Carlos Eugênio da & Issler, João Victor, 2007.
"The forward- and the equity-premium puzzles: two symptoms of the same illness?,"
FGV EPGE Economics Working Papers (Ensaios Economicos da EPGE)
649, EPGE Brazilian School of Economics and Finance - FGV EPGE (Brazil).
- Costa, Carlos Eugênio da & Issler, João Victor & Matos, Paulo Rogério Faustino, 2012. "The forward- and the equity-premium puzzles: two symptoms of the same illness?," FGV EPGE Economics Working Papers (Ensaios Economicos da EPGE) 732, EPGE Brazilian School of Economics and Finance - FGV EPGE (Brazil).
- Costa, Carlos Eugênio da & Issler, João Victor & Matos, Paulo Rogério Faustino, 2009. "The forward- and the equity-premium puzzles: two symptoms of the same illness?," FGV EPGE Economics Working Papers (Ensaios Economicos da EPGE) 697, EPGE Brazilian School of Economics and Finance - FGV EPGE (Brazil).
- Costa, Carlos Eugênio da & Issler, João Victor & Matos, Paulo Rogério Faustino, 2010. "The forward- and the equity-premium puzzles: two symptoms of the same illness?," FGV EPGE Economics Working Papers (Ensaios Economicos da EPGE) 712, EPGE Brazilian School of Economics and Finance - FGV EPGE (Brazil).
- Boswijk, H. Peter & Franses, Philip Hans & van Dijk, Dick, 2010.
"Cointegration in a historical perspective,"
Journal of Econometrics, Elsevier, vol. 158(1), pages 156-159, September.
- Franses, Ph.H.B.F. & van Dijk, D.J.C., 2009. "Cointegration in a historical perspective," Econometric Institute Research Papers EI 2009-08, Erasmus University Rotterdam, Erasmus School of Economics (ESE), Econometric Institute.
- Maio, Paulo & Philip, Dennis, 2015. "Macro variables and the components of stock returns," Journal of Empirical Finance, Elsevier, vol. 33(C), pages 287-308.
- Chirinko, Robert S. & Wilson, Daniel J., 2008.
"State investment tax incentives: A zero-sum game?,"
Journal of Public Economics, Elsevier, vol. 92(12), pages 2362-2384, December.
- Robert S. Chirinko & Daniel J. Wilson, 2006. "State investment tax incentives: a zero-sum game?," Working Paper Series 2006-47, Federal Reserve Bank of San Francisco.
- Robert S. Chirinko & Daniel J. Wilson, 2007. "State Investment Tax Incentives: A Zero-Sum Game?," CESifo Working Paper Series 1895, CESifo.
- Guo, Hui, 2006.
"Time-varying risk premia and the cross section of stock returns,"
Journal of Banking & Finance, Elsevier, vol. 30(7), pages 2087-2107, July.
- Hui Guo, 2005. "Time-varying risk premia and the cross section of stock returns," Working Papers 2002-013, Federal Reserve Bank of St. Louis.
- Larry A. Sjaastad & Meher Manzur, 2003.
"Import Protection, Capital Inflows, and Real Exchange Rate Dynamics,"
Journal of Applied Economics, Universidad del CEMA, vol. 6, pages 177-203, May.
- Sjaastad, Larry A. & Manzur, Meher, 2003. "Import Protection, Capital Flows, and Real Exchange Rate Dynamics," Journal of Applied Economics, Universidad del CEMA, vol. 6(1), pages 1-27, May.
- Larry A. Sjaastad & Meher Manzur, 2003. "Import Protection, Capital Flows, and Real Exchange Rate Dynamics," Journal of Applied Economics, Taylor & Francis Journals, vol. 6(1), pages 177-203, May.
- Timothy Richards, 2007.
"A nested logit model of strategic promotion,"
Quantitative Marketing and Economics (QME), Springer, vol. 5(1), pages 63-91, March.
- Richards, Timothy J., 2005. "A Nested Logit Model of Strategic Promotion," 2005 Annual meeting, July 24-27, Providence, RI 19336, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
- Adrian C. Darnell, 1994. "A Dictionary Of Econometrics," Books, Edward Elgar Publishing, number 118.
- Gouriéroux, Christian, 1994. "Modèles économétriques : utilisation et interprétation (les)," CEPREMAP Working Papers (Couverture Orange) 9423, CEPREMAP.
- Jushan Bai & Sung Hoon Choi & Yuan Liao, 2021.
"Feasible generalized least squares for panel data with cross-sectional and serial correlations,"
Empirical Economics, Springer, vol. 60(1), pages 309-326, January.
- Jushan Bai & Sung Hoon Choi & Yuan Liao, 2019. "Feasible Generalized Least Squares for Panel Data with Cross-sectional and Serial Correlations," Papers 1910.09004, arXiv.org, revised Aug 2020.
- Hamid Baghestani, 2006. "An evaluation of the professional forecasts of U.S. long‐term interest rates," Review of Financial Economics, John Wiley & Sons, vol. 15(2), pages 177-191.
- Bekaert, Geert & Harvey, Campbell R., 1997.
"Emerging equity market volatility,"
Journal of Financial Economics, Elsevier, vol. 43(1), pages 29-77, January.
- Geert Bekaert & Campbell R. Harvey, 1995. "Emerging Equity Market Volatility," NBER Working Papers 5307, National Bureau of Economic Research, Inc.
- Chirinko, Robert S. & Wilsom, Daniel J., 2010.
"Can Lower Tax Rates Be Bought? Business Rent-Seeking and Tax Competition Among U.S. States,"
National Tax Journal, National Tax Association;National Tax Journal, vol. 63(4), pages 967-993, December.
- Robert S. Chirinko & Daniel J. Wilson, 2009. "Can lower tax rates be bought? Business rent-seeking and tax competition among U.S. states," Working Paper Series 2009-29, Federal Reserve Bank of San Francisco.
- Robert S. Chirinko & Daniel J. Wilson, 2010. "Can Lower Tax Rates be Bought? Business Rent-Seeking and Tax Competition among U.S. States," CESifo Working Paper Series 3121, CESifo.
- Robert S. Chirinko & Daniel J. Wilson, 2010. "Can lower tax rates be bought? Business rent-seeking and tax competition among U.S.States," Working Papers 2010/2, Institut d'Economia de Barcelona (IEB).
More about this item
Keywords
Data science; Statistical models; Neighborhoods of a model; Game theory; Minimax approach; Huber function; Statistical functionals; Gâteaux derivative; Fréchet derivative; Influence function; Breakdown point; M-estimators; Generalized Method of Moments; Generalized Estimating Equations; High-dimensional statistics; Saturated models; Penalized methods; Oracle properties;All these keywords.
Statistics
Access and download statisticsCorrections
All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:metron:v:79:y:2021:i:2:d:10.1007_s40300-020-00185-3. See general information about how to correct material in RePEc.
If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.
If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .
If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .
Please note that corrections may take a couple of weeks to filter through the various RePEc services.