Semiparametric Estimation and Variable Selection for Single-index Copula Models
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Other versions of this item:
- Bingduo Yang & Christian M. Hafner & Guannan Liu & Wei Long, 2021. "Semiparametric estimation and variable selection for single‐index copula models," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 36(7), pages 962-988, November.
- Yang, Bingduo & Hafner, Christian M. & Liu, Guannan & Long, Wei, 2018. "Semiparametric Estimation and Variable Selection for Single-index Copula Models," IRTG 1792 Discussion Papers 2018-064, Humboldt University of Berlin, International Research Training Group 1792 "High Dimensional Nonstationary Time Series".
- Yang, Bingduo & Hafner, Christian M. & Liu, Guannan & Long, Wei, 2022. "Semiparametric estimation and variable selection for single-index copula models," LIDAM Reprints ISBA 2022011, Université catholique de Louvain, Institute of Statistics, Biostatistics and Actuarial Sciences (ISBA).
References listed on IDEAS
- Zou, Hui, 2006. "The Adaptive Lasso and Its Oracle Properties," Journal of the American Statistical Association, American Statistical Association, vol. 101, pages 1418-1429, December.
- Basrak, Bojan & Davis, Richard A. & Mikosch, Thomas, 2002. "Regular variation of GARCH processes," Stochastic Processes and their Applications, Elsevier, vol. 99(1), pages 95-115, May.
- Edward E. Leamer, 2007.
"Housing is the business cycle,"
Proceedings - Economic Policy Symposium - Jackson Hole, Federal Reserve Bank of Kansas City, pages 149-233.
- Edward E. Leamer, 2007. "Housing IS the Business Cycle," NBER Working Papers 13428, National Bureau of Economic Research, Inc.
- Hafner, Christian M. & Reznikova, Olga, 2010.
"Efficient estimation of a semiparametric dynamic copula model,"
Computational Statistics & Data Analysis, Elsevier, vol. 54(11), pages 2609-2627, November.
- Hafner, Christian & Reznikova, Olga, 2010. "Efficient estimation of a semiparametric dynamic copula model," LIDAM Reprints ISBA 2010033, Université catholique de Louvain, Institute of Statistics, Biostatistics and Actuarial Sciences (ISBA).
- Andrew J. Patton, 2004.
"On the Out-of-Sample Importance of Skewness and Asymmetric Dependence for Asset Allocation,"
Journal of Financial Econometrics, Oxford University Press, vol. 2(1), pages 130-168.
- Patton, Andrew J., 2002. "On the out-of-sample importance of skewness and asymetric dependence for asset allocation," LSE Research Online Documents on Economics 24951, London School of Economics and Political Science, LSE Library.
- Andrews, Donald W K, 1987. "Consistency in Nonlinear Econometric Models: A Generic Uniform Law of Large Numbers [On Unification of the Asymptotic Theory of Nonlinear Econometric Models]," Econometrica, Econometric Society, vol. 55(6), pages 1465-1471, November.
- Lorán Chollete & Andréas Heinen & Alfonso Valdesogo, 2009.
"Modeling International Financial Returns with a Multivariate Regime-switching Copula,"
Journal of Financial Econometrics, Oxford University Press, vol. 7(4), pages 437-480, Fall.
- Loran , CHOLLETTE & Andreas , HEINEN & Alfonso , VALDESOGO, 2008. "Modelling international financial returns with a multivariate regime switching copula," Discussion Papers (ECON - Département des Sciences Economiques) 2008011, Université catholique de Louvain, Département des Sciences Economiques.
- CHOLLETE, Loran & HEINEN, Andréas & VALDESOGO, Alfonso, 2008. "Modeling international financial returns with a multivariate regime switching copula," LIDAM Discussion Papers CORE 2008013, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
- Chollete, Loran & Heinen, Andreas & Valdesogo, Alfonso, 2008. "Modeling International Financial Returns with a Multivariate Regime Switching Copula," MPRA Paper 8114, University Library of Munich, Germany.
- Chollete, Lorán & Heinen, Andréas & Valdesogo, Alfonso, 2008. "Modeling International Financial Returns with a Multivariate Regime Switching Copula," Discussion Papers 2008/3, Norwegian School of Economics, Department of Business and Management Science.
- Garcia, René & Tsafack, Georges, 2011.
"Dependence structure and extreme comovements in international equity and bond markets,"
Journal of Banking & Finance, Elsevier, vol. 35(8), pages 1954-1970, August.
- René Garcia & Georges Tsafack, 2009. "Dependence Structure and Extreme Comovements in International Equity and Bond Markets," CIRANO Working Papers 2009s-21, CIRANO.
- Robert J. Shiller, 2007.
"Understanding recent trends in house prices and homeownership,"
Proceedings - Economic Policy Symposium - Jackson Hole, Federal Reserve Bank of Kansas City, pages 89-123.
- Shiller, Robert J., 2007. "Understanding Recent Trends in House Prices and Home Ownership," Working Papers 28, Yale University, Department of Economics.
- Robert J. Shiller, 2007. "Understanding Recent Trends in House Prices and Home Ownership," NBER Working Papers 13553, National Bureau of Economic Research, Inc.
- Robert J. Shiller, 2007. "Understanding Recent Trends in House Prices and Home Ownership," Cowles Foundation Discussion Papers 1630, Cowles Foundation for Research in Economics, Yale University, revised Oct 2007.
- Cai, Zongwu, 2007. "Trending time-varying coefficient time series models with serially correlated errors," Journal of Econometrics, Elsevier, vol. 136(1), pages 163-188, January.
- Elif F. Acar & Radu V. Craiu & Fang Yao, 2011. "Dependence Calibration in Conditional Copulas: A Nonparametric Approach," Biometrics, The International Biometric Society, vol. 67(2), pages 445-453, June.
- Fermanian, Jean-David & Lopez, Olivier, 2018. "Single-index copulas," Journal of Multivariate Analysis, Elsevier, vol. 165(C), pages 27-55.
- Liang, Hua & Li, Runze, 2009. "Variable Selection for Partially Linear Models With Measurement Errors," Journal of the American Statistical Association, American Statistical Association, vol. 104(485), pages 234-248.
- Cai, Zongwu & Juhl, Ted & Yang, Bingduo, 2015. "Functional index coefficient models with variable selection," Journal of Econometrics, Elsevier, vol. 189(2), pages 272-284.
- Cai, Zongwu & Ren, Yu & Yang, Bingduo, 2015. "A semiparametric conditional capital asset pricing model," Journal of Banking & Finance, Elsevier, vol. 61(C), pages 117-126.
- Giacomini, Enzo & Härdle, Wolfgang & Spokoiny, Vladimir, 2009.
"Inhomogeneous Dependence Modeling with Time-Varying Copulae,"
Journal of Business & Economic Statistics, American Statistical Association, vol. 27(2), pages 224-234.
- Giacomini, Enzo & Härdle, Wolfgang Karl & Ignatieva, Ekaterina & Spokoiny, Vladimir, 2006. "Inhomogeneous dependency modelling with time varying copulae," SFB 649 Discussion Papers 2006-075, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
- Guo, Hui & Wu, Chaojiang & Yu, Yan, 2017. "Time-Varying Beta and the Value Premium," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 52(4), pages 1551-1576, August.
- Case, Karl E & Shiller, Robert J, 1989.
"The Efficiency of the Market for Single-Family Homes,"
American Economic Review, American Economic Association, vol. 79(1), pages 125-137, March.
- Karl E. Case & Robert J. Shiller, 1988. "The Efficiency of the Market for Single-Family Homes," NBER Working Papers 2506, National Bureau of Economic Research, Inc.
- Christian M. Hafner & Hans Manner, 2012.
"Dynamic stochastic copula models: estimation, inference and applications,"
Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 27(2), pages 269-295, March.
- Hafner, C.M. & Manner, H., 2008. "Dynamic stochastic copula models: estimation, inference and applications," Research Memorandum 043, Maastricht University, Maastricht Research School of Economics of Technology and Organization (METEOR).
- Hafner, Christian & Manner H., 2012. "Dynamic stochastic copula models: Estimation, inference and applications," LIDAM Reprints ISBA 2012022, Université catholique de Louvain, Institute of Statistics, Biostatistics and Actuarial Sciences (ISBA).
- Newey, Whitney K, 1994.
"The Asymptotic Variance of Semiparametric Estimators,"
Econometrica, Econometric Society, vol. 62(6), pages 1349-1382, November.
- Newey, W.K., 1989. "The Asymptotic Variance Of Semiparametric Estimotors," Papers 346, Princeton, Department of Economics - Econometric Research Program.
- Newey, W.K., 1991. "The Asymptotic Variance of Semiparametric Estimators," Working papers 583, Massachusetts Institute of Technology (MIT), Department of Economics.
- Fan J. & Li R., 2001. "Variable Selection via Nonconcave Penalized Likelihood and its Oracle Properties," Journal of the American Statistical Association, American Statistical Association, vol. 96, pages 1348-1360, December.
- Andrew J. Patton, 2006. "Modelling Asymmetric Exchange Rate Dependence," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 47(2), pages 527-556, May.
- Patton, Andrew J., 2012. "A review of copula models for economic time series," Journal of Multivariate Analysis, Elsevier, vol. 110(C), pages 4-18.
- Johnson, Brent A. & Lin, D.Y. & Zeng, Donglin, 2008. "Penalized Estimating Functions and Variable Selection in Semiparametric Regression Models," Journal of the American Statistical Association, American Statistical Association, vol. 103, pages 672-680, June.
- Jarl G. Kallberg & Crocker H. Liu & Paolo Pasquariello, 2014. "On the Price Comovement of U.S. Residential Real Estate Markets," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 42(1), pages 71-108, March.
- Chen, Xiaohong & Fan, Yanqin, 2006.
"Estimation and model selection of semiparametric copula-based multivariate dynamic models under copula misspecification,"
Journal of Econometrics, Elsevier, vol. 135(1-2), pages 125-154.
- Xiaohong Chen & Yanqin Fan, 2004. "Estimation and Model Selection of Semiparametric Copula-Based Multivariate Dynamic Models under Copula Misspecification," Vanderbilt University Department of Economics Working Papers 0419, Vanderbilt University Department of Economics, revised Sep 2004.
- Wang, Hansheng & Xia, Yingcun, 2009. "Shrinkage Estimation of the Varying Coefficient Model," Journal of the American Statistical Association, American Statistical Association, vol. 104(486), pages 747-757.
- Robert J. Shiller, 2007.
"Understanding recent trends in house prices and homeownership,"
Proceedings - Economic Policy Symposium - Jackson Hole, Federal Reserve Bank of Kansas City, pages 89-123.
- Robert J. Shiller, 2007. "Understanding Recent Trends in House Prices and Home Ownership," Cowles Foundation Discussion Papers 1630, Cowles Foundation for Research in Economics, Yale University, revised Oct 2007.
- Robert Shiller, 2007. "Understanding Recent Trends in House Prices and Home Ownership," Yale School of Management Working Papers amz2557, Yale School of Management, revised 01 Nov 2007.
- Robert J. Shiller, 2007. "Understanding Recent Trends in House Prices and Home Ownership," NBER Working Papers 13553, National Bureau of Economic Research, Inc.
- Shiller, Robert J., 2007. "Understanding Recent Trends in House Prices and Home Ownership," Working Papers 28, Yale University, Department of Economics.
- Dobric, Jadran & Schmid, Friedrich, 2007. "A goodness of fit test for copulas based on Rosenblatt's transformation," Computational Statistics & Data Analysis, Elsevier, vol. 51(9), pages 4633-4642, May.
- Bartram, Sohnke M. & Taylor, Stephen J. & Wang, Yaw-Huei, 2007. "The Euro and European financial market dependence," Journal of Banking & Finance, Elsevier, vol. 31(5), pages 1461-1481, May.
- Cai, Zongwu, 2002. "Regression Quantiles For Time Series," Econometric Theory, Cambridge University Press, vol. 18(1), pages 169-192, February.
- Del Negro, Marco & Otrok, Christopher, 2007. "99 Luftballons: Monetary policy and the house price boom across U.S. states," Journal of Monetary Economics, Elsevier, vol. 54(7), pages 1962-1985, October.
- David M. Zimmer, 2012. "The Role of Copulas in the Housing Crisis," The Review of Economics and Statistics, MIT Press, vol. 94(2), pages 607-620, May.
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- Nasekin, Sergey & Chen, Cathy Yi-Hsuan, 2018. "Deep learning-based cryptocurrency sentiment construction," IRTG 1792 Discussion Papers 2018-066, Humboldt University of Berlin, International Research Training Group 1792 "High Dimensional Nonstationary Time Series".
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JEL classification:
- C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General
- C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes
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