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Markowitz's celebrated mean--variance portfolio optimization theory assumes that the means and covariances of the underlying asset returns are known. In practice, they are unknown and have to be estimated from historical data. Plugging the…

应用统计 · 统计学 2011-08-05 Tze Leung Lai , Haipeng Xing , Zehao Chen

The Markowitz mean-variance portfolio optimization model aims to balance expected return and risk when investing. However, there is a significant limitation when solving large portfolio optimization problems efficiently: the large and dense…

投资组合管理 · 定量金融 2023-06-23 Cassidy K. Buhler , Hande Y. Benson

Portfolio optimization emerged with the seminal paper of Markowitz (1952). The original mean-variance framework is appealing because it is very efficient from a computational point of view. However, it also has one well-established failing…

投资组合管理 · 定量金融 2019-09-24 Sarah Perrin , Thierry Roncalli

Modern portfolio theory(MPT) addresses the problem of determining the optimum allocation of investment resources among a set of candidate assets. In the original mean-variance approach of Markowitz, volatility is taken as a proxy for risk,…

统计力学 · 物理学 2009-11-07 Morrel H. Cohen , Vincent D. Natoli

We first study the properties of solutions of quadratic programs with linear equality constraints whose parameters are estimated from data in the high-dimensional setting where p, the number of variables in the problem, is of the same order…

统计理论 · 数学 2012-11-14 Noureddine El Karoui

Recent studies stressed the fact that covariance matrices computed from empirical financial time series appear to contain a high amount of noise. This makes the classical Markowitz Mean-Variance Optimization model unable to correctly…

最优化与控制 · 数学 2021-03-03 Justo Puerto , Federica Ricca , Moisés Rodríguez-Madrena , Andrea Scozzari

This paper considers the mean variance portfolio management problem. We examine portfolios which contain both primary and derivative securities. The challenge in this context is due to portfolio's nonlinearities. The delta-gamma…

投资组合管理 · 定量金融 2011-11-08 Yang Li , Traian A Pirvu

This paper studies a robust continuous-time Markowitz portfolio selection pro\-blem where the model uncertainty carries on the covariance matrix of multiple risky assets. This problem is formulated into a min-max mean-variance problem over…

投资组合管理 · 定量金融 2017-03-14 Amine Ismail , Huyên Pham

The classical Markowitz mean-variance model uses variance as a risk measure and calculates frontier portfolios in closed form by using standard optimization techniques. For general mean-risk models such closed form optimal portfolios are…

数理金融 · 定量金融 2026-03-17 Hasanjan Sayit

This paper explores the practical approach to portfolio selection methods for investments. The study delves into portfolio theory, discussing concepts such as expected return, variance, asset correlation, and opportunity sets. It also…

投资组合管理 · 定量金融 2024-10-16 Carlos Minutti-Martinez

Classical mean-variance portfolio theory tells us how to construct a portfolio of assets which has the greatest expected return for a given level of return volatility. Utility theory then allows an investor to choose the point along this…

投资组合管理 · 定量金融 2009-09-21 Alex Dannenberg

In this paper, we revisit the relationship between investors' utility functions and portfolio allocation rules. We derive portfolio allocation rules for asymmetric Laplace distributed $ALD(\mu,\sigma,\kappa)$ returns and compare them with…

投资组合管理 · 定量金融 2023-11-14 Maxime Markov , Vladimir Markov

We consider an incomplete market with a nontradable stochastic factor and a continuous time investment problem with an optimality criterion based on monotone mean-variance preferences. We formulate it as a stochastic differential game…

投资组合管理 · 定量金融 2023-04-25 Jakub Trybuła , Dariusz Zawisza

This paper studies a continuous-time market where an agent, having specified an investment horizon and a targeted terminal mean return, seeks to minimize the variance of the return. The optimal portfolio of such a problem is called…

概率论 · 数学 2008-12-02 Xun Li , Xun Yu Zhou

The mean and variance of portfolio returns are the standard quantities to measure the expected return and risk of a portfolio. Efficient portfolios that provide optimal trade-offs between mean and variance warrant consideration. To express…

信号处理 · 电气工程与系统科学 2022-12-15 Shengjie Xiu , Xiwen Wang , Daniel P. Palomar

In the present paper, we derive a closed-form solution of the multi-period portfolio choice problem for a quadratic utility function with and without a riskless asset. All results are derived under weak conditions on the asset returns. No…

投资组合管理 · 定量金融 2023-04-19 Taras Bodnar , Nestor Parolya , Wolfgang Schmid

Utility and risk are two often competing measurements on the investment success. We show that efficient trade-off between these two measurements for investment portfolios happens, in general, on a convex curve in the two dimensional space…

投资组合管理 · 定量金融 2018-05-16 Stanislaus Maier-Paape , Qiji Jim Zhu

In this paper, the mean-variance portfolio selection problem with Poisson jumps are studied, where the recursive utility is given by the solution to a backward stochastic differential equation with Poisson jumps. Both the maximum principle…

最优化与控制 · 数学 2025-12-02 Qiyue Zhang , Jingtao Shi

Since Markowitz's mean-variance framework, optimizing a portfolio that maximizes the profit and minimizes the risk has been ubiquitous in the financial industry. Initially, profit and risk were measured by the first two moments of the…

信号处理 · 电气工程与系统科学 2023-09-12 Xiwen Wang , Rui Zhou , Jiaxi Ying , Daniel P. Palomar

In this short note, we consider mean-variance optimized portfolios with transaction costs. We show that introducing quadratic transaction costs makes the optimization problem more difficult than using linear transaction costs. The reason…

投资组合管理 · 定量金融 2020-01-07 Pierre Chen , Edmond Lezmi , Thierry Roncalli , Jiali Xu
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