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This paper addresses the continuous-time portfolio selection problem under generalized disappointment aversion (GDA). The implicit definition of the certainty equivalent within GDA preferences introduces time inconsistency to this problem.…

数理金融 · 定量金融 2024-03-05 Zongxia Liang , Sheng Wang , Jianming Xia , Fengyi Yuan

Risk-averse Constrained Reinforcement Learning (RaCRL) aims to learn policies that minimise the likelihood of rare and catastrophic constraint violations caused by an environment's inherent randomness. In general, risk-aversion leads to…

机器学习 · 计算机科学 2025-08-28 James McCarthy , Radu Marinescu , Elizabeth Daly , Ivana Dusparic

This paper is concerned with an optimal investment problem under correlated noises in the financial market, and the expected utility functional is hyperbolic absolute risk aversion (HARA) with the exponent $\gamma\neq0$. The problem can be…

最优化与控制 · 数学 2019-07-12 Le Yang , Yueyang Zheng , Jingtao Shi

This paper is devoted to study the effects arising from imposing a value-at-risk (VaR) constraint in mean-variance portfolio selection problem for an investor who receives a stochastic cash flow which he/she must then invest in a…

投资组合管理 · 定量金融 2010-11-24 Jun Ye , Tiantian Li

In this paper, we investigate the features and the performance of the Risk Parity (RP) portfolios using the Mean Absolute Deviation (MAD) as a risk measure. The RP model is a recent strategy for asset allocation that aims at equally sharing…

投资组合管理 · 定量金融 2024-01-19 Çağın Ararat , Francesco Cesarone , Mustafa Çelebi Pınar , Jacopo Maria Ricci

The largest US banks are required by regulatory mandate to estimate the operational risk capital they must hold using an Advanced Measurement Approach (AMA) as defined by the Basel II/III Accords. Most use the Loss Distribution Approach…

风险管理 · 定量金融 2014-12-01 J. D. Opdyke

We account for time-varying parameters in the conditional expectile-based value at risk (EVaR) model. The EVaR downside risk is more sensitive to the magnitude of portfolio losses compared to the quantile-based value at risk (QVaR). Rather…

统计金融 · 定量金融 2020-09-29 Xiu Xu , Andrija Mihoci , Wolfgang Karl Härdle

Extracting the risk neutral density (RND) function from option prices is well defined in principle, but is very sensitive to errors in practice. For risk management, knowledge of the entire RND provides more information for Value-at-Risk…

数据分析、统计与概率 · 物理学 2016-09-08 Jerome V. Healy , Maurice Dixon , Brian J. Read , Fang Fang Cai

This study develops and evaluates a deep reinforcement learning framework for dynamic portfolio allocation across global equity markets. The Soft Actor-Critic algorithm is used to learn continuous portfolio weights within a Markov Decision…

投资组合管理 · 定量金融 2026-05-19 Kamil Kashif , Robert Ślepaczuk

Risk measure forecast and model have been developed in order to not only provide better forecast but also preserve its (empirical) property especially coherent property. Whilst the widely used risk measure of Value-at-Risk (VaR) has shown…

风险管理 · 定量金融 2020-09-08 Bony Josaphat , Khreshna Syuhada

The quest for diversification has led to an increasing number of complex funds with a high number of strategies and non-linear payoffs. The new generation of Alternative Risk Premia (ARP) funds are an example that has been very popular in…

风险管理 · 定量金融 2019-06-27 Pascal Traccucci , Luc Dumontier , Guillaume Garchery , Benjamin Jacot

Portfolio theory is a very powerful tool in the modern investment theory. It is helpful in estimating risk of an investor's portfolio, which arises from our lack of information, uncertainty and incomplete knowledge of reality, which forbids…

物理与社会 · 物理学 2010-04-27 Malgorzata Snarska , Jakub Krzych

In this paper, we propose a novel association measure for longitudinal studies based on the traditional definition of relative risk. In a Markovian fashion, such a proposal takes into account the information content regarding the previous…

统计方法学 · 统计学 2023-02-27 Lina Buitrago , Juan Sosa , Oscar Melo

We consider the optimal investment and marginal utility pricing problem of a risk averse agent and quantify their exposure to a small amount of model uncertainty. Specifically, we compute explicitly the first-order sensitivity of their…

数理金融 · 定量金融 2021-11-15 Jan Obloj , Johannes Wiesel

In an incomplete market, including liquidly-traded European options in an investment portfolio could potentially improve the expected terminal utility for a risk-averse investor. However, unlike the Sharpe ratio, which provides a concise…

数理金融 · 定量金融 2019-08-15 Ankush Agarwal , Matthew Lorig

In this paper we study time-consistent risk measures for returns that are given by a GARCH(1,1) model. We present a construction of risk measures based on their static counterparts that overcomes the lack of time-consistency. We then study…

风险管理 · 定量金融 2016-02-02 Claudia Klüppelberg , Jianing Zhang

In this paper, a new way to integrate volatility information for estimating value at risk (VaR) and conditional value at risk (CVaR) of a portfolio is suggested. The new method is developed from the perspective of Bayesian statistics and it…

风险管理 · 定量金融 2022-05-04 Taras Bodnar , Vilhelm Niklasson , Erik Thorsén

How to hedge factor risks without knowing the identities of the factors? We first prove a general theoretical result: even if the exact set of factors cannot be identified, any risky asset can use some portfolio of similar peer assets to…

统计金融 · 定量金融 2021-03-19 Raymond C. W. Leung , Yu-Man Tam

In economics, insurance and finance, value at risk (VaR) is a widely used measure of the risk of loss on a specific portfolio of financial assets. For a given portfolio, time horizon, and probability $\alpha$, the $100\alpha\%$ VaR is…

风险管理 · 定量金融 2018-03-15 Raúl Torres , Rosa E. Lillo , Henry Laniado

We propose a new ensemble prediction method, Random Subset Averaging (RSA), tailored for settings with many covariates, particularly in the presence of strong correlations. RSA constructs candidate models via binomial random subset strategy…

统计方法学 · 统计学 2025-12-30 Wenhao Cui , Jie Hu