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In this paper, a heuristic method based on TabuSearch and TokenRing Search is being used in order to solve the Portfolio Optimization Problem. The seminal mean-variance model of Markowitz is being considered with the addition of cardinality…

投资组合管理 · 定量金融 2022-12-01 Taylan Kabbani

In this paper we apply a heuristic method based on artificial neural networks in order to trace out the efficient frontier associated to the portfolio selection problem. We consider a generalization of the standard Markowitz mean-variance…

神经与进化计算 · 计算机科学 2007-07-30 Alberto Fernandez , Sergio Gomez

A cardinality-constrained portfolio caps the number of stocks to be traded across and within groups or sectors. These limitations arise from real-world scenarios faced by fund managers, who are constrained by transaction costs and client…

最优化与控制 · 数学 2018-10-26 Jize Zhang , Tim Leung , Aleksandr Aravkin

In this paper we consider a generalization of the Markowitz's Mean-Variance model under linear transaction costs and cardinality constraints. The cardinality constraints are used to limit the number of assets in the optimal portfolio. The…

计算工程、金融与科学 · 计算机科学 2014-04-15 Mahdi Moeini

Given a set of assets and an investment capital, the classical portfolio selection problem consists in determining the amount of capital to be invested in each asset in order to build the most profitable portfolio. The portfolio…

投资组合管理 · 定量金融 2019-07-17 Justo Puerto , Moises Rodríguez-Madrena , Andrea Scozzari

The Markowitz-based portfolio selection turns to an NP-hard problem when considering cardinality constraints. In this case, existing exact solutions like quadratic programming may not be efficient to solve the problem. Many researchers,…

最优化与控制 · 数学 2021-01-15 Taha Mansouri , Mohammad Reza Sadeghi Moghadam

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

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 is a task that investors use to determine the best allocations for their investments, and fund managers implement computational models to help guide their decisions. While one of the most common portfolio optimization…

投资组合管理 · 定量金融 2023-08-23 Kapil Panda

In matter of Portfolio selection, we consider a generalization of the Markowitz Mean-Variance model which includes buy-in threshold constraints. These constraints limit the amount of capital to be invested in each asset and prevent very…

计算工程、金融与科学 · 计算机科学 2016-11-18 Hoai An Le Thi , Mahdi Moeini

We investigate the application of two heuristic methods, genetic algorithms and tabu/scatter search, to the optimisation of realistic portfolios. The model is based on the classical mean-variance approach, but enhanced with floor and…

其他凝聚态物理 · 物理学 2008-12-02 Franco Busetti

This study first reviews fuzzy random Portfolio selection theory and describes the concept of portfolio optimization model as a useful instrument for helping finance practitioners and researchers. Second, this paper specifically aims at…

最优化与控制 · 数学 2014-02-18 Mir Ehsan Hesam Sadati , Ali Doniavi

Several portfolio selection models take into account practical limitations on the number of assets to include and on their weights in the portfolio. We present here a study of the Limited Asset Markowitz (LAM), of the Limited Asset Mean…

投资组合管理 · 定量金融 2019-05-08 Francesco Cesarone , Andrea Scozzari , Fabio Tardella

As the cornerstone of modern portfolio theory, Markowitz's mean-variance optimization is considered a major model adopted in portfolio management. However, due to the difficulty of estimating its parameters, it cannot be applied to all…

机器学习 · 计算机科学 2019-11-15 Mengying Zhu , Xiaolin Zheng , Yan Wang , Yuyuan Li , Qianqiao Liang

Markowitz (1952, 1959) laid down the ground-breaking work on the mean-variance analysis. Under his framework, the theoretical optimal allocation vector can be very different from the estimated one for large portfolios due to the intrinsic…

投资组合管理 · 定量金融 2008-12-16 Jianqing Fan , Jingjin Zhang , Ke Yu

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 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

In this work, we consider weighted signed network representations of financial markets derived from raw or denoised correlation matrices, and examine how negative edges can be exploited to reduce portfolio risk. We then propose a discrete…

投资组合管理 · 定量金融 2025-10-08 Bibhas Adhikari

In this paper, we tackle the dynamic mean-variance portfolio selection problem in a {\it model-free} manner, based on (generative) diffusion models. We propose using data sampled from the real model $\mathbb P$ (which is unknown) with…

投资组合管理 · 定量金融 2025-09-03 Ahmad Aghapour , Erhan Bayraktar , Fengyi Yuan

We consider the problem of portfolio selection within the classical Markowitz mean-variance framework, reformulated as a constrained least-squares regression problem. We propose to add to the objective function a penalty proportional to the…

投资组合管理 · 定量金融 2013-01-01 Joshua Brodie , Ingrid Daubechies , Christine De Mol , Domenico Giannone , Ignace Loris
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