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A quantum-inspired optimization approach is proposed to study the portfolio optimization aimed at selecting an optimal mix of assets based on the risk-return trade-off to achieve the desired goal in investment. By integrating conventional…

投资组合管理 · 定量金融 2024-11-15 Ying-Chang Lu , Chao-Ming Fu , Lien-Po Yu , Yen-Jui Chang , Ching-Ray Chang

This paper derives an optimal portfolio that is based on trend-following signal. Building on an earlier related article, it provides a unifying theoretical setting to introduce an autocorrelation model with the covariance matrix of trends…

投资组合管理 · 定量金融 2024-01-30 Sebastien Valeyre

Online portfolio selection is an integral componentof wealth management. The fundamental undertaking is tomaximise returns while minimising risk given investor con-straints. We aim to examine and improve modern strategiesto generate higher…

计算工程、金融与科学 · 计算机科学 2021-09-29 Matthew Kruger , Terence L. van Zyl , Andrew Paskaramoorthy

A continuous-time financial portfolio selection model with expected utility maximization typically boils down to solving a (static) convex stochastic optimization problem in terms of the terminal wealth, with a budget constraint. In…

投资组合管理 · 定量金融 2022-01-07 Hanqing Jin , Zuo Quan Xu , Xun Yu Zhou

Improving efficiency of importance sampler is at the center of research in Monte Carlo methods. While adaptive approach is usually difficult within the Markov Chain Monte Carlo framework, the counterpart in importance sampling can be…

统计方法学 · 统计学 2007-12-11 Heng Lian

We consider the optimization of active extension portfolios. For this purpose, the optimization problem is rewritten as a stochastic programming model and solved using a clever multi-start local search heuristic, which turns out to provide…

投资组合管理 · 定量金融 2014-07-01 Ronald Hochreiter , Christoph Waldhauser

We propose a flexible framework for hedging a contingent claim by holding static positions in vanilla European calls, puts, bonds, and forwards. A model-free expression is derived for the optimal static hedging strategy that minimizes the…

数理金融 · 定量金融 2015-11-20 Tim Leung , Matthew Lorig

In this paper, we study asset selection methods to construct a sparse index tracking portfolio. For its advantage over full replication portfolio, the concept of sparse index tracking portfolio has significant attention in the field of…

计算工程、金融与科学 · 计算机科学 2024-05-10 Yutaka Sakurai , Daiki Wakabayashi , Fumio Ishizaki

Classical portfolio optimization methods typically determine an optimal capital allocation through the implicit, yet critical, assumption of statistical time-invariance. Such models are inadequate for real-world markets as they employ…

统计金融 · 定量金融 2021-02-02 Bruno Scalzo , Alvaro Arroyo , Ljubisa Stankovic , Danilo P. Mandic

We study an optimization-based approach to con- struct a mean-reverting portfolio of assets. Our objectives are threefold: (1) design a portfolio that is well-represented by an Ornstein-Uhlenbeck process with parameters estimated by maximum…

投资组合管理 · 定量金融 2018-03-20 Jize Zhang , Tim Leung , Aleksandr Y. Aravkin

A constant weight asset allocation is a popular investment strategy and is optimal under a suitable continuous model. We study the tracking error for the target continuous rebalancing strategy by a feasible discrete-in-time rebalancing…

数理金融 · 定量金融 2023-08-21 Masayuki Ando , Masaaki Fukasawa

This paper addresses a novel \emph{cost-sensitive} distributionally robust log-optimal portfolio problem, where the investor faces \emph{ambiguous} return distributions, and a general convex transaction cost model is incorporated. The…

最优化与控制 · 数学 2024-11-01 Chung-Han Hsieh , Xiao-Rou Yu

We derive simple return models for several classes of bond portfolios. With only one or two risk factors our models are able to explain most of the return variations in portfolios of fixed rate government bonds, inflation linked government…

统计金融 · 定量金融 2010-11-16 Matti Koivu , Teemu Pennanen

We aim to cluster financial assets in order to identify a small set of stocks to approximate the level of diversification of the whole universe of stocks. We develop a data-driven approach to clustering based on a correlation blockmodel in…

投资组合管理 · 定量金融 2021-08-16 Wenpin Tang , Xiao Xu , Xun Yu Zhou

This paper describes a general approach for stochastic modeling of assets returns and liability cash-flows of a typical pensions insurer. On the asset side, we model the investment returns on equities and various classes of fixed-income…

风险管理 · 定量金融 2020-05-27 Sergio Alvares Maffra , John Armstrong , Teemu Pennanen

We present a method based on optimal transport to remove arbitrage opportunities within a finite set of option prices. The method is notably intended for regulatory stress-tests, which require applying significant local distortions to…

数理金融 · 定量金融 2026-02-06 Marius Chevallier , Stefano De Marco , Pierre-Emmanuel Lévy-dit-Vehel

We show the application of an optimal transportation approach to estimate stochastic volatility process by using the flow that optimally transports the set of particles from the prior to a posterior distribution. We also show how to direct…

数值分析 · 数学 2017-09-06 Raphael Douady , Shohruh Miryusupov

We examine machine learning and factor-based portfolio optimization. We find that factors based on autoencoder neural networks exhibit a weaker relationship with commonly used characteristic-sorted portfolios than popular dimensionality…

投资组合管理 · 定量金融 2021-07-30 Thomas Conlon , John Cotter , Iason Kynigakis

Portfolio allocation and risk management make use of correlation matrices and heavily rely on the choice of a proper correlation matrix to be used. In this regard, one important question is related to the choice of the proper sample period…

风险管理 · 定量金融 2020-04-29 Giuseppe Brandi , Ruggero Gramatica , Tiziana Di Matteo

We propose a new method for finding statistical arbitrages that can contain more assets than just the traditional pair. We formulate the problem as seeking a portfolio with the highest volatility, subject to its price remaining in a band…

计量经济学 · 经济学 2024-02-14 Kasper Johansson , Thomas Schmelzer , Stephen Boyd