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In this paper, we study uni-parametric linear optimization problems, in which simultaneously the right-hand-side and the left-hand-side of constraints are linearly perturbed with identical parameter. In addition to the concept of change…

最优化与控制 · 数学 2020-08-07 Nayyer Mehanfar , Alireza Ghaffari-Hadigheh

We consider monotone mean-variance (MMV) portfolio selection problems with a conic convex constraint under diffusion models, and their counterpart problems under mean-variance (MV) preferences. We obtain the precommitted optimal strategies…

投资组合管理 · 定量金融 2022-06-01 Yang Shen , Bin Zou

The risk of financial positions is measured by the minimum amount of capital to raise and invest in eligible portfolios of traded assets in order to meet a prescribed acceptability constraint. We investigate nondegeneracy, finiteness and…

风险管理 · 定量金融 2014-03-05 Walter Farkas , Pablo Koch-Medina , Cosimo Munari

Risk sensitivity has become a central theme in reinforcement learning (RL), where convex risk measures and robust formulations provide principled ways to model preferences beyond expected return. Recent extensions to multi-agent RL (MARL)…

机器学习 · 计算机科学 2025-11-12 Runyu Zhang , Na Li , Asuman Ozdaglar , Jeff Shamma , Gioele Zardini

We review the nature of some well-known phenomena such as volatility smiles, convexity adjustments and parallel derivative markets. We propose that the market is incomplete and postulate the existence of intrinsic risks in every contingent…

证券定价 · 定量金融 2014-08-19 Truc Le

We discuss equivalent axiomatic characterizations of distortion risk measures, and give a novel and concise proof of the characterization of elicitable distortion risk measures. Elicitability has recently been discussed as a desirable…

风险管理 · 定量金融 2014-05-27 Ruodu Wang , Johanna F. Ziegel

The paper investigates the robust distortion risk measure with linear penalty function under distribution uncertainty. The distribution uncertainties are characterized by predetermined moment conditions or constraints on the Wasserstein…

风险管理 · 定量金融 2025-03-21 Yuxin Du , Dejian Tian , Hui Zhang

Distortion risk measures play a critical role in quantifying risks associated with uncertain outcomes. Accurately estimating these risk measures in the context of computationally expensive simulation models that lack analytical tractability…

风险管理 · 定量金融 2025-08-29 Sören Bettels , Stefan Weber

We examine the evolutionary basis for risk aversion with respect to aggregate risk. We study populations in which agents face choices between alternatives with different levels of aggregate risk. We show that the choices that maximize the…

理论经济学 · 经济学 2023-02-06 Yuval Heller , Ilan Nehama

This paper investigates the impact of distributional uncertainty on key risk measures under the partial knowledge of underlying distributions characterized by their first two moments and shape information (specifically symmetry and/or…

风险管理 · 定量金融 2025-12-16 Mengshuo Zhao , Narayanaswamy Balakrishnan , Chuancun Yin , Hui Shao

In this work, we propose a novel method to tackle the problem of multiobjective optimization under parameteric uncertainties, by considering the Conditional Pareto Sets and Conditional Pareto Fronts. Based on those quantities we can define…

最优化与控制 · 数学 2026-01-15 Victor Trappler , Céline Helbert , Rodolphe Le Riche

Collaboration between different data centers is often challenged by heterogeneity across sites. To account for the heterogeneity, the state-of-the-art method is to re-weight the covariate distributions in each site to match the distribution…

机器学习 · 统计学 2024-04-25 Tianyu Guo , Sai Praneeth Karimireddy , Michael I. Jordan

In this article, we propose a novel characterization of law-invariant and coherent risk measures, based on a generalized optimal transport problem in which the second marginal of the admissible plans is not fixed, but required to lie within…

最优化与控制 · 数学 2025-12-23 Riccardo Bonalli , Benoît Bonnet-Weill , Laurent Pfeiffer

The basic principle of any version of insurance is the paradigm that exchanging risk by sharing it in a pool is beneficial for the participants. In case of independent risks with a finite mean this is the case for risk averse decision…

风险管理 · 定量金融 2025-10-08 Alfred Müller

Inspired by the recent COVID-19 pandemic, we study a generalization of the multi-resource allocation problem with heterogeneous demands and Leontief utilities. Unlike existing settings, we allow each agent to specify requirements to only…

理论经济学 · 经济学 2021-08-16 Steven Yin , Shatian Wang , Lingyi Zhang , Christian Kroer

A one-to-one correspondence is drawn between law invariant risk measures and divergences, which we define as functionals of pairs of probability measures on arbitrary standard Borel spaces satisfying a few natural properties. Divergences…

风险管理 · 定量金融 2016-06-07 Daniel Lacker

The inverse linear-quadratic optimal control problem is a system identification problem whose aim is to recover the quadratic cost function and hence the closed-loop system matrices based on observations of optimal trajectories. In this…

最优化与控制 · 数学 2022-09-22 Han Zhang , Axel Ringh

We present a general framework for a comparative theory of variability measures, with a particular focus on the recently introduced one-parameter families of inter-Expected Shortfall differences and inter-expectile differences, that are…

风险管理 · 定量金融 2022-04-05 Fabio Bellini , Tolulope Fadina , Ruodu Wang , Yunran Wei

Consider a convex function that is invariant under an group of transformations. If it has a minimizer, does it also have an invariant minimizer? Variants of this problem appear in nonparametric statistics and in a number of adjacent fields.…

统计理论 · 数学 2024-07-22 Peter Orbanz

We give a complete characterization of both comonotone and not comonotone coherent risk measures in the discrete finite probability space, where each outcome is equally likely. To the best of our knowledge, this is the first work that…

风险管理 · 定量金融 2014-12-25 Kerem Ugurlu