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相关论文: Diversification and Stochastic Dominance: When All…

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We study stochastic dominance between portfolios of independent and identically distributed (iid) extremely heavy-tailed (i.e., infinite-mean) Pareto random variables. With the notion of majorization order, we show that a more diversified…

投资组合管理 · 定量金融 2025-02-11 Yuyu Chen , Taizhong Hu , Ruodu Wang , Zhenfeng Zou

We give examples of situations -- stochastic production, military tactics, corporate merger -- where it is beneficial to concentrate risk rather than to diversify it, that is, to put all eggs in one basket. Our examples admit a dual…

概率论 · 数学 2024-09-24 Pradeep Dubey , Siddhartha Sahi , Guanyang Wang

Stochastic dominance serves as a general framework for modeling a broad spectrum of decision preferences under uncertainty, with risk aversion as one notable example, as it naturally captures the intrinsic structure of the underlying…

机器学习 · 计算机科学 2026-01-06 Shicong Cen , Jincheng Mei , Hanjun Dai , Dale Schuurmans , Yuejie Chi , Bo Dai

This work proposes a unified framework for portfolio allocation, covering both asset selection and optimization, based on a multiple-hypothesis predict-then-optimize approach. The portfolio is modeled as a structured ensemble, where each…

投资组合管理 · 定量金融 2025-11-19 Alejandro Rodriguez Dominguez , Muhammad Shahzad , Xia Hong

Stochastic dominance is a crucial tool for the analysis of choice under risk. It is typically analyzed as a property of two gambles that are taken in isolation. We study how additional independent sources of risk (e.g. uninsurable labor…

概率论 · 数学 2020-05-14 Luciano Pomatto , Philipp Strack , Omer Tamuz

In the market place, diversification reduces risk and provides protection against extreme events by ensuring that one is not overly exposed to individual occurrences. We argue that diversification is best measured by characteristics of the…

投资组合管理 · 定量金融 2011-02-24 Ulrich Kirchner , Caroline Zunckel

Excessive leverage, i.e. the abuse of debt financing, is considered one of the primary factors in the default of financial institutions. Systemic risk results from correlations between individual default probabilities that cannot be…

风险管理 · 定量金融 2013-03-25 Paolo Tasca , Pavlin Mavrodiev , Frank Schweitzer

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

We consider the problem of risk diversification of $\alpha$-stable heavy tailed risks. We study the behaviour of the aggregated Value-at-Risk, with particular reference to the impact of different tail dependence structures on the limits to…

风险管理 · 定量金融 2017-04-25 Umberto Cherubini , Paolo Neri

We propose a definition of diversification as a binary relationship between financial portfolios. According to it, a convex linear combination of several risk positions with some weights is considered to be less risky than the probabilistic…

风险管理 · 定量金融 2022-04-05 Maria Logvaneva , Mikhail Tselishchev

We introduce a new class of heavy-tailed distributions for which any weighted average of independent and identically distributed random variables is larger than one such random variable in (usual) stochastic order. We show that many…

概率论 · 数学 2025-06-18 Yuyu Chen , Seva Shneer

Recent work has emphasized the diversification benefits of combining trend signals across multiple horizons, with the medium-term window-typically six months to one year-long viewed as the "sweet spot" of trend-following. This paper…

证券定价 · 定量金融 2025-10-29 Alban Etienne , Jean-Jacques Ohana , Eric Benhamou , Béatrice Guez , Ethan Setrouk , Thomas Jacquot

Stochastic dominance is an important concept in probability theory, econometrics and social choice theory for robustly modeling agents' preferences between random outcomes. While many works have been dedicated to the univariate case, little…

机器学习 · 统计学 2024-06-11 Gabriel Rioux , Apoorva Nitsure , Mattia Rigotti , Kristjan Greenewald , Youssef Mroueh

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

We study the optimal decisions and equilibria of agents who aim to minimize their risks by allocating their positions over extremely heavy-tailed (i.e., infinite-mean) and possibly dependent losses. The loss distributions of our focus are…

风险管理 · 定量金融 2025-07-01 Yuyu Chen , Paul Embrechts , Ruodu Wang

This paper studies a continuous-time portfolio selection problem under a general distribution of random risk aversion (RRA). We provide a complete characterization of all deterministic equilibrium strategies in closed form. Our results show…

数理金融 · 定量金融 2026-02-02 Weilun Cheng , Zongxia Liang , Sheng Wang , Jianming Xia

In this paper, motivated by the celebrated work of Kelly, we consider the problem of portfolio weight selection to maximize expected logarithmic growth. Going beyond existing literature, our focal point here is the rebalancing frequency…

投资组合管理 · 定量金融 2019-01-28 Chung-Han Hsieh , John A. Gubner , B. Ross Barmish

A new framework for portfolio diversification is introduced which goes beyond the classical mean-variance approach and portfolio allocation strategies such as risk parity. It is based on a novel concept called portfolio dimensionality that…

Consider an investor trading dynamically to maximize expected utility from terminal wealth. Our aim is to study the dependence between her risk aversion and the distribution of the optimal terminal payoff. Economic intuition suggests that…

综合金融 · 定量金融 2011-09-15 Mathias Beiglboeck , Johannes Muhle-Karbe , Johannes Temme

Although being a crucial question for the development of machine learning algorithms, there is still no consensus on how to compare classifiers over multiple data sets with respect to several criteria. Every comparison framework is…

机器学习 · 统计学 2023-07-06 Christoph Jansen , Malte Nalenz , Georg Schollmeyer , Thomas Augustin
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