Robust portfolio selection using sparse estimation of comoment tensors
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- Lassance, Nathan & Vrins, Frédéric, 2020. "Robust portfolio selection using sparse estimation of comoment tensors," LIDAM Discussion Papers LFIN 2020003, Université catholique de Louvain, Louvain Finance (LFIN).
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- Alexios Ghalanos & Eduardo Rossi & Giovanni Urga, 2015.
"Independent Factor Autoregressive Conditional Density Model,"
Econometric Reviews, Taylor & Francis Journals, vol. 34(5), pages 594-616, May.
- Alexios Ghalanos & Eduardo Rossi & Giovanni Urga, 2012. "Independent Factor Autoregressive Conditional Density Model," DEM Working Papers Series 021, University of Pavia, Department of Economics and Management.
- Ledoit, Olivier & Wolf, Michael, 2004.
"A well-conditioned estimator for large-dimensional covariance matrices,"
Journal of Multivariate Analysis, Elsevier, vol. 88(2), pages 365-411, February.
- Ledoit, Olivier & Wolf, Michael, 2000. "A well conditioned estimator for large dimensional covariance matrices," DES - Working Papers. Statistics and Econometrics. WS 10087, Universidad Carlos III de Madrid. Departamento de EstadÃstica.
- Walter Briec & Kristiaan Kerstens & Octave Jokung, 2007.
"Mean-Variance-Skewness Portfolio Performance Gauging: A General Shortage Function and Dual Approach,"
Management Science, INFORMS, vol. 53(1), pages 135-149, January.
- Walter Briec & Kristiaan Kerstens & Octave Jokung, 2005. "Mean-Variance-Skewness Portfolio Performance Gauging: A General Shortage Function and Dual Approach," Working Papers 2005-ECO-05, IESEG School of Management.
- W. Briec & K. Kerstens & Octave Jokung-Nguena, 2007. "Mean-variance-skewness portfolio performance gauging: A general shortage function and dual approach," Post-Print hal-00211572, HAL.
- K. Kerstens, 2005. "Mean-Variance Skewness Portfolio Performance Gauging:A General Shortage Function and Dual Approach," Post-Print hal-00288765, HAL.
- Victor DeMiguel & Lorenzo Garlappi & Francisco J. Nogales & Raman Uppal, 2009. "A Generalized Approach to Portfolio Optimization: Improving Performance by Constraining Portfolio Norms," Management Science, INFORMS, vol. 55(5), pages 798-812, May.
- Michael W. Brandt & Pedro Santa-Clara & Rossen Valkanov, 2009.
"Parametric Portfolio Policies: Exploiting Characteristics in the Cross-Section of Equity Returns,"
The Review of Financial Studies, Society for Financial Studies, vol. 22(9), pages 3411-3447, September.
- Michael W. Brandt & Pedro Santa-Clara & Rossen Valkanov, 2004. "Parametric Portfolio Policies: Exploiting Characteristics in the Cross Section of Equity Returns," NBER Working Papers 10996, National Bureau of Economic Research, Inc.
- Brandt, Michael W & Santa-Clara, Pedro & Valkanov, Rossen, 2005. "Parametric Portfolio Policies: Exploiting Characteristics in the Cross Section of Equity Returns," University of California at Los Angeles, Anderson Graduate School of Management qt4ft420b6, Anderson Graduate School of Management, UCLA.
- Eric Jondeau & Michael Rockinger, 2006.
"Optimal Portfolio Allocation under Higher Moments,"
European Financial Management, European Financial Management Association, vol. 12(1), pages 29-55, January.
- Jondeau, E. & Rockinger, M., 2004. "Optimal Portfolio Allocation Under Higher Moments," Working papers 108, Banque de France.
- Nathan Lassance & Victor DeMiguel & Frédéric Vrins, 2022.
"Optimal Portfolio Diversification via Independent Component Analysis,"
Operations Research, INFORMS, vol. 70(1), pages 55-72, January.
- DeMiguel, Victor & Lassance, Nathan & Vrins, Frédéric, 2021. "Optimal Portfolio Diversification via Independent Component Analysis," LIDAM Discussion Papers LFIN 2021014, Université catholique de Louvain, Louvain Finance (LFIN).
- DeMiguel, Victor & Lassance, Nathan & Vrins, Frédéric, 2021. "Optimal Portfolio Diversification via Independent Component Analysis," LIDAM Reprints LFIN 2021012, Université catholique de Louvain, Louvain Finance (LFIN).
- Eric Jondeau & Emmanuel Jurczenko & Michael Rockinger, 2018.
"Moment Component Analysis: An Illustration With International Stock Markets,"
Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 36(4), pages 576-598, October.
- Eric JONDEAU & Emmanuel JURCZENKO & Michael ROCKINGER, 2010. "Moment Component Analysis: An Illustration with International Stock Markets," Swiss Finance Institute Research Paper Series 10-43, Swiss Finance Institute.
- Victor DeMiguel & Lorenzo Garlappi & Raman Uppal, 2009. "Optimal Versus Naive Diversification: How Inefficient is the 1-N Portfolio Strategy?," The Review of Financial Studies, Society for Financial Studies, vol. 22(5), pages 1915-1953, May.
- Lionel Martellini & Volker Ziemann, 2010. "Improved Estimates of Higher-Order Comoments and Implications for Portfolio Selection," The Review of Financial Studies, Society for Financial Studies, vol. 23(4), pages 1467-1502, April.
- Briec, Walter & Kerstens, Kristiaan & Van de Woestyne, Ignace, 2013.
"Portfolio selection with skewness: A comparison of methods and a generalized one fund result,"
European Journal of Operational Research, Elsevier, vol. 230(2), pages 412-421.
- W. Briec & K. Kerstens & I. van de Woestyne, 2013. "Portfolio selection with skewness : a comparison of methods and a generalized one fund result," Post-Print hal-00837674, HAL.
- Walter Briec & Kristiaan Kerstens & Ignace Van de Woestyne, 2013. "Portfolio Selection with Skewness: A Comparison of Methods and a Generalized One Fund Result," Working Papers 2013-ECO-04, IESEG School of Management.
- Olivier Ledoit & Michael Wolf, 2017. "Nonlinear Shrinkage of the Covariance Matrix for Portfolio Selection: Markowitz Meets Goldilocks," The Review of Financial Studies, Society for Financial Studies, vol. 30(12), pages 4349-4388.
- Boudt, Kris & Lu, Wanbo & Peeters, Benedict, 2015. "Higher order comoments of multifactor models and asset allocation," Finance Research Letters, Elsevier, vol. 13(C), pages 225-233.
- Scott, Robert C & Horvath, Philip A, 1980. "On the Direction of Preference for Moments of Higher Order Than the Variance," Journal of Finance, American Finance Association, vol. 35(4), pages 915-919, September.
- Frank Fabozzi & Dashan Huang & Guofu Zhou, 2010. "Robust portfolios: contributions from operations research and finance," Annals of Operations Research, Springer, vol. 176(1), pages 191-220, April.
- Boudt, Kris & Cornilly, Dries & Verdonck, Tim, 2020.
"Nearest comoment estimation with unobserved factors,"
Journal of Econometrics, Elsevier, vol. 217(2), pages 381-397.
- Kris Boudt & Dries Cornilly & Tim Verdonck, 2019. "Nearest Comoment Estimation With Unobserved Factors," Working Papers of Faculty of Economics and Business Administration, Ghent University, Belgium 19/970, Ghent University, Faculty of Economics and Business Administration.
- Bodnar, Taras & Mazur, Stepan & Okhrin, Yarema, 2017. "Bayesian estimation of the global minimum variance portfolio," European Journal of Operational Research, Elsevier, vol. 256(1), pages 292-307.
- Kolm, Petter N. & Tütüncü, Reha & Fabozzi, Frank J., 2014. "60 Years of portfolio optimization: Practical challenges and current trends," European Journal of Operational Research, Elsevier, vol. 234(2), pages 356-371.
- Lwin, Khin T. & Qu, Rong & MacCarthy, Bart L., 2017. "Mean-VaR portfolio optimization: A nonparametric approach," European Journal of Operational Research, Elsevier, vol. 260(2), pages 751-766.
- Campbell Harvey & John Liechty & Merrill Liechty & Peter Muller, 2010. "Portfolio selection with higher moments," Quantitative Finance, Taylor & Francis Journals, vol. 10(5), pages 469-485.
- Merton, Robert C., 1980.
"On estimating the expected return on the market : An exploratory investigation,"
Journal of Financial Economics, Elsevier, vol. 8(4), pages 323-361, December.
- Robert C. Merton, 1980. "On Estimating the Expected Return on the Market: An Exploratory Investigation," NBER Working Papers 0444, National Bureau of Economic Research, Inc.
- Huan Xu & Constantine Caramanis & Shie Mannor, 2016. "Statistical Optimization in High Dimensions," Operations Research, INFORMS, vol. 64(4), pages 958-979, August.
- Campbell R. Harvey & Akhtar Siddique, 2000. "Conditional Skewness in Asset Pricing Tests," Journal of Finance, American Finance Association, vol. 55(3), pages 1263-1295, June.
- Hitaj, Asmerilda & Mercuri, Lorenzo & Rroji, Edit, 2015. "Portfolio selection with independent component analysis," Finance Research Letters, Elsevier, vol. 15(C), pages 146-159.
- Levy, Haim & Levy, Moshe, 2014. "The benefits of differential variance-based constraints in portfolio optimization," European Journal of Operational Research, Elsevier, vol. 234(2), pages 372-381.
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- Khashanah, Khaldoun & Simaan, Majeed & Simaan, Yusif, 2022. "Do we need higher-order comoments to enhance mean-variance portfolios? Evidence from a simplified jump process," International Review of Financial Analysis, Elsevier, vol. 81(C).
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Keywords
finance ; portfolio selection ; robustness ; independent component analysis ; higher moments;All these keywords.
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