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We study the problem of active portfolio management where an investor aims to outperform a benchmark strategy's risk profile while not deviating too far from it. Specifically, an investor considers alternative strategies whose terminal…

数理金融 · 定量金融 2022-06-22 Silvana Pesenti , Sebastian Jaimungal

Portfolio construction is the science of balancing reward and risk; it is at the core of modern finance. In this paper, we tackle the question of optimal decision-making within a Bayesian paradigm, starting from a decision-theoretic…

应用统计 · 统计学 2024-11-12 Nicolas Nguyen , James Ridgway , Claire Vernade

In recent years, the evaluation of the minimal investment risk of the quenched disordered system of a portfolio optimization problem and the investment concentration of the optimal portfolio has been actively investigated using the analysis…

投资组合管理 · 定量金融 2019-08-22 Takashi Shinzato

We adopt deep learning models to directly optimise the portfolio Sharpe ratio. The framework we present circumvents the requirements for forecasting expected returns and allows us to directly optimise portfolio weights by updating model…

投资组合管理 · 定量金融 2021-01-26 Zihao Zhang , Stefan Zohren , Stephen Roberts

This paper investigates performance attribution measures as a basis for constraining portfolio optimization. We employ optimizations that minimize expected tail loss and investigate both asset allocation (AA) and the selection effect (SE)…

风险管理 · 定量金融 2021-03-09 Yuan Hu , W. Brent Lindquist

Modern portfolio optimization is centered around creating a low-risk portfolio with extensive asset diversification. Following the seminal work of Markowitz, optimal asset allocation can be computed using a constrained optimization model…

投资组合管理 · 定量金融 2023-10-24 Yuanrong Wang , Antonio Briola , Tomaso Aste

This paper investigates a continuous-time portfolio optimization problem with the following features: (i) a no-short selling constraint; (ii) a leverage constraint, that is, an upper limit for the sum of portfolio weights; and (iii) a…

投资组合管理 · 定量金融 2022-03-08 Masashi Ieda

In this short note, we will show how to optimize the portfolio of a large trader whose hedging strategy affects the price of his assets.

其他凝聚态物理 · 物理学 2008-12-10 Pierre Henry-Labordere

In portfolio analysis, the traditional approach of replacing population moments with sample counterparts may lead to suboptimal portfolio choices. I show that optimal portfolio weights can be estimated using a machine learning (ML)…

投资组合管理 · 定量金融 2018-07-31 Daniel Kinn

Statistical arbitrage methods identify mispricings in securities with the goal of building portfolios which are weakly correlated with the market. In pairs trading, an arbitrage opportunity is identified by observing relative price…

投资组合管理 · 定量金融 2023-10-13 Fredi Šarić , Stjepan Begušić , Andro Merćep , Zvonko Kostanjčar

Portfolio optimization is an important process in finance that consists in finding the optimal asset allocation that maximizes expected returns while minimizing risk. When assets are allocated in discrete units, this is a combinatorial…

统计力学 · 物理学 2022-10-04 Álvaro Rubio-García , Juan José García-Ripoll , Diego Porras

Integer variables allow the treatment of some portfolio optimization problems in a more realistic way and introduce the possibility of adding some natural features to the model. We propose an algebraic approach to maximize the expected…

最优化与控制 · 数学 2010-04-07 F. Castro , J. Gago , I. Hartillo , J. Puerto , J. M. Ucha

Portfolio optimization is one of the essential fields of focus in finance. There has been an increasing demand for novel computational methods in this area to compute portfolios with better returns and lower risks in recent years. We…

投资组合管理 · 定量金融 2021-12-01 MohammadAmin Fazli , Parsa Alian , Ali Owfi , Erfan Loghmani

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

We discuss the use of saddlepoint methods in the analysis of portfolios, with particular reference to credit portfolios. The objective is to proceed from a model of the loss distribution, given through probabilities, correlations and the…

投资组合管理 · 定量金融 2012-01-04 Richard J Martin

We study the continuous time portfolio optimization model on the market where the mean returns of individual securities or asset categories are linearly dependent on underlying economic factors. We introduce the functional $Q_\gamma$…

投资组合管理 · 定量金融 2015-01-29 O. S. Rozanova , G. S. Kambarbaeva

Active portfolio management tries to incorporate any source of meaningful information into the asset selection process. In this contribution we consider qualitative views specified as total orders of the expected asset returns and discuss…

投资组合管理 · 定量金融 2023-07-11 Eranda Çela , Stephan Hafner , Roland Mestel , Ulrich Pferschy

We use a replica approach to deal with portfolio optimization problems. A given risk measure is minimized using empirical estimates of asset values correlations. We study the phase transition which happens when the time series is too short…

物理与社会 · 物理学 2009-11-13 Stefano Ciliberti , Marc Mezard

The debate between active and passive investment strategies has been ongoing for many years and is far from being over. In this paper, we show that the choice of an optimal portfolio management strategy depends on an investment climate,…

投资组合管理 · 定量金融 2023-02-06 Jarosław Gruszka , Janusz Szwabiński

This study deals with the pricing and hedging of single-tranche collateralized debt obligations (STCDOs). We specify an affine two-factor model in which a catastrophic risk component is incorporated. Apart from being analytically tractable,…

数理金融 · 定量金融 2020-11-23 Zehra Eksi , Damir Filipović