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We consider a reference security, understood to be an attractive investment, with the caveat that an investor is not willing to directly invest in the security, for presence of constraints, either investor specific or pertaining to the…

投资组合管理 · 定量金融 2022-11-03 Sidharth Mallik

We introduce a way to compare actions in decision problems. One action is safer than another if the set of beliefs at which the decision-maker prefers the safer action expands as the decision-maker becomes more risk averse. We provide a…

理论经济学 · 经济学 2026-02-19 Marilyn Pease , Mark Whitmeyer

Agents' learning from feedback shapes economic outcomes, and many economic decision-makers today employ learning algorithms to make consequential choices. This note shows that a widely used learning algorithm, $\varepsilon$-Greedy, exhibits…

机器学习 · 计算机科学 2023-12-13 Andreas Haupt , Aroon Narayanan

We provide a new characterization of second-order stochastic dominance, also known as increasing concave order. The result has an intuitive interpretation that adding a risk with negative expected value in adverse scenarios makes the…

风险管理 · 定量金融 2024-09-30 Yuanying Guan , Muqiao Huang , Ruodu Wang

We propose a novel approach to infer investors' risk preferences from their portfolio choices, and then use the implied risk preferences to measure the efficiency of investment portfolios. We analyze a dataset spanning a period of six…

投资组合管理 · 定量金融 2020-10-28 Agostino Capponi , Zhaoyu Zhang

We present extensive evidence that ``risk premium'' is strongly correlated with tail-risk skewness but very little with volatility. We introduce a new, intuitive definition of skewness and elicit an approximately linear relation between the…

综合金融 · 定量金融 2015-11-02 Y. Lempérière , C. Deremble , T. T. Nguyen , P. Seager , M. Potters , J. P. Bouchaud

We explore the implications of a preference ordering for an investor-consumer with a strong preference for keeping consumption above an exogenous social norm, but who is willing to tolerate occasional dips below it. We do this by splicing…

Credit ratings are widely used by investors as a screening device. We introduce and study several natural notions of risk consistency that promote prudent investment decisions in the framework of Choquet rating criteria. Three closely…

风险管理 · 定量金融 2025-06-17 Nan Guo , Ruodu Wang , Chenxi Xia , Jingping Yang

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

This paper develops a risk-adjusted alternative to standard optimal policy learning (OPL) for observational data by importing Roy's (1952) safety-first principle into the treatment assignment problem. We formalize a welfare functional that…

计量经济学 · 经济学 2025-10-07 Giovanni Cerulli , Francesco Caracciolo

DeMarzo et al. (2005) consider auctions in which bids are selected from a completely ordered family of securities whose values are tied to the resource being auctioned. The paper defines a notion of relative steepness of families of…

计算机科学与博弈论 · 计算机科学 2015-01-14 Vineet Abhishek , Bruce Hajek , Steven R. Williams

A decision maker starts from a judgmental decision and moves to the closest boundary of the confidence interval. This statistical decision rule is admissible and does not perform worse than the judgmental decision with a probability equal…

统计方法学 · 统计学 2019-03-19 Simone Manganelli

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

A recent body of work addresses safety constraints in explore-and-exploit systems. Such constraints arise where, for example, exploration is carried out by individuals whose welfare should be balanced with overall welfare. In this paper, we…

计算机科学与博弈论 · 计算机科学 2020-06-09 Gal Bahar , Omer Ben-Porat , Kevin Leyton-Brown , Moshe Tennenholtz

We study the risk criterion for investments based on the drawdown from the maximal value of the capital in the past. Depending on investor's risk attitude, thus his risk exposure, we find that the distribution of these drawdowns follows a…

统计力学 · 物理学 2015-06-25 Sergei Maslov , Yi-Cheng Zhang

Managing a portfolio to a risk model can tilt the portfolio toward weaknesses of the model. As a result, the optimized portfolio acquires downside exposure to uncertainty in the model itself, what we call "second order risk." We propose a…

投资组合管理 · 定量金融 2009-08-19 Peter G. Shepard

A continuous-time consumption-investment model with constraint is considered for a small investor whose decisions are the consumption rate and the allocation of wealth to a risk-free and a risky asset with logarithmic Brownian motion…

投资组合管理 · 定量金融 2022-01-06 Zuo Quan Xu , Fahuai Yi

In finance, sequential decision problems are often faced, for which reinforcement learning (RL) emerges as a promising tool for optimisation without the need of analytical tractability. However, the objective of classical RL is the expected…

计算金融 · 定量金融 2026-02-13 Federico Cacciamani , Roberto Daluiso , Marco Pinciroli , Michele Trapletti , Edoardo Vittori

We combine forward investment performance processes and ambiguity averse portfolio selection. We introduce the notion of robust forward criteria which addresses the issues of ambiguity in model specification and in preferences and…

投资组合管理 · 定量金融 2014-11-17 Sigrid Kallblad , Jan Obloj , Thaleia Zariphopoulou

We present a new decision rule, \emph{maximin safety}, that seeks to maintain a large margin from the worst outcome, in much the same way minimax regret seeks to minimize distance from the best. We argue that maximin safety is valuable both…

人工智能 · 计算机科学 2015-01-22 Brad Gulko , Samantha Leung
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