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Considering congestion games with uncertain delays, we compute the inefficiency introduced in network routing by risk-averse agents. At equilibrium, agents may select paths that do not minimize the expected latency so as to obtain lower…

计算机科学与博弈论 · 计算机科学 2021-02-19 E. Nikolova , N. Stier-Moses

We characterize the family of utility functions satisfying linear fractional relative risk aversion (LFRRA) in terms of the Gauss hypergeometric functions. We apply this family, which nests various utility functions used in different…

综合经济学 · 经济学 2026-04-29 Kristian Behrens , Yasusada Murata

This paper presents a method for incorporating risk aversion into existing decision tree models used in economic evaluations. The method involves applying a probability weighting function based on rank dependent utility theory to reduced…

理论经济学 · 经济学 2024-01-24 Jacob Smith

Adversarial risk analysis (ARA) is a relatively new area of research that informs decision-making when facing intelligent opponents and uncertain outcomes. It enables an analyst to express her Bayesian beliefs about an opponent's utilities,…

计算机科学与博弈论 · 计算机科学 2020-07-07 David Banks , Víctor Gallego , Roi Naveiro , David Ríos Insua

This paper presents non-parametric estimates of spectral risk measures applied to long and short positions in 5 prominent equity futures contracts. It also compares these to estimates of two popular alternative measures, the Value-at-Risk…

风险管理 · 定量金融 2011-03-30 john cotter , kevin dowd

This paper focuses on a dynamic multi-asset mean-variance portfolio selection problem under model uncertainty. We develop a continuous time framework for taking into account ambiguity aversion about both expected return rates and…

投资组合管理 · 定量金融 2021-12-02 Huyen Pham , Xiaoli Wei , Chao Zhou

This study provides the solution to the equity premium puzzle. The new model was developed by including the behavior of investors toward risk in financial markets in prior studies. The calculations of this newly tested model show that the…

综合金融 · 定量金融 2022-09-05 Atilla Aras

In economics, risk aversion is modeled via a concave Bernoulli utility within the expected-utility paradigm. We propose a simple test of expected utility and concavity. We find little support for either: only 30 percent of the choices are…

综合经济学 · 经济学 2023-08-07 Jacob K Goeree , Bernardo Garcia-Pola

We extend the Annually Recalculated Virtual Annuity (ARVA) spending rule for retirement savings decumulation to include a cap and a floor on withdrawals. With a minimum withdrawal constraint, the ARVA strategy runs the risk of depleting the…

计算金融 · 定量金融 2021-01-11 Peter A. Forsyth , Kenneth R. Vetzal , Graham Westmacott

We develop a dual-control method for approximating investment strategies in incomplete environments that emerge from the presence of trading constraints. Convex duality enables the approximate technology to generate lower and upper bounds…

数理金融 · 定量金融 2019-10-29 Thijs Kamma , Antoon Pelsser

The literature on Inverse Reinforcement Learning (IRL) typically assumes that humans take actions in order to minimize the expected value of a cost function, i.e., that humans are risk neutral. Yet, in practice, humans are often far from…

人工智能 · 计算机科学 2018-03-23 Sumeet Singh , Jonathan Lacotte , Anirudha Majumdar , Marco Pavone

The present paper introduces a theoretical framework through which the degree of risk aversion with respect to uncertain prices can be measured through the context of the indirect utility function (IUF) using a lab experiment. First, the…

综合经济学 · 经济学 2022-09-07 Ali Zeytoon-Nejad

We study the single-period portfolio selection problem under Constant Relative Risk-Aversion (CRRA) utility through the information-theoretic lens. Assuming only that the market payoff vector has finite support, we show that the…

信息论 · 计算机科学 2026-05-12 Bo-Yu Yang , Michael Gastpar

This paper investigates a novel behavioral feature of recursive preferences: aversion to risks that persist over time, or simply \textit{correlation aversion}. Greater persistence provides information about future consumption but reduces…

理论经济学 · 经济学 2026-03-24 Lorenzo Maria Stanca

In safety-critical decision-making, the environment may evolve over time, and the learner adjusts its risk level accordingly. This work investigates risk-averse online optimization in dynamic environments with varying risk levels, employing…

最优化与控制 · 数学 2025-12-30 Siyi Wang , Zifan Wang , Karl H. Johansson

We present a framework using Relative Entropy Inverse Reinforcement Learning (RE-IRL) to recover investor reward functions from observed investment actions and market conditions. Unlike traditional IRL algorithms, RE-IRL is employed to…

机器学习 · 计算机科学 2026-04-28 Chen Xu

In an earlier study, we showed that Tsallis relative entropy (TRE), which is the generalization of Kullback-Leibler relative entropy (KLRE) to non-extensive systems, can be used as a possible risk measure in constructing risk optimal…

统计金融 · 定量金融 2022-05-30 Sandhya Devi , Sherman Page

Value-at-Risk (VaR) is an institutional measure of risk favored by financial regulators. VaR may be interpreted as a quantile of future portfolio values conditional on the information available, where the most common quantile used is 95%.…

风险管理 · 定量金融 2016-05-18 Khizar Qureshi

Training Reinforcement Learning (RL) agents in high-stakes applications might be too prohibitive due to the risk associated to exploration. Thus, the agent can only use data previously collected by safe policies. While previous work…

机器学习 · 计算机科学 2021-02-11 Núria Armengol Urpí , Sebastian Curi , Andreas Krause

The problem of finding the optimal portfolio for investors is called the portfolio optimization problem. Such problem mainly concerns the expectation and variability of return (i.e., mean and variance). Although the variance would be the…

投资组合管理 · 定量金融 2020-07-21 Kei Nakagawa , Shuhei Noma , Masaya Abe