Search Results for author: Ruodu Wang

Found 39 papers, 2 papers with code

Elicitability and identifiability of tail risk measures

no code implementations22 Apr 2024 Tobias Fissler, Fangda Liu, Ruodu Wang, Linxiao Wei

They are induced by law-based risk measures, called their generators, evaluated on the tail distribution.

Coherent risk measures and uniform integrability

no code implementations4 Apr 2024 Muqiao Huang, Ruodu Wang

We introduce a technical tool called the folding score of distortion risk measures.

Risk exchange under infinite-mean Pareto models

no code implementations24 Mar 2024 Yuyu Chen, Paul Embrechts, Ruodu Wang

The phenomenon that diversification is not beneficial in the presence of super-Pareto losses is further illustrated by an equilibrium analysis in a risk exchange market.

Max-stability under first-order stochastic dominance

no code implementations19 Mar 2024 Christopher Chambers, Alan Miller, Ruodu Wang, Qinyu Wu

Max-stability is the property that taking a maximum between two inputs results in a maximum between two outputs.

A new characterization of second-order stochastic dominance

no code implementations20 Feb 2024 Yuanying Guan, Muqiao Huang, Ruodu Wang

We provide a new characterization of second-order stochastic dominance, also known as increasing concave order.

Position

Partially Law-Invariant Risk Measures

no code implementations30 Jan 2024 Yi Shen, Zachary Van Oosten, Ruodu Wang

A notion of strong partial law invariance is introduced, allowing for a representation formula akin to the classical one.

Decision Making Decision Making Under Uncertainty +1

Negatively dependent optimal risk sharing

no code implementations6 Jan 2024 Jean-Gabriel Lauzier, Liyuan Lin, Ruodu Wang

We analyze the problem of optimally sharing risk using allocations that exhibit counter-monotonicity, the most extreme form of negative dependence.

Monotonic mean-deviation risk measures

no code implementations2 Dec 2023 Xia Han, Ruodu Wang, Qinyu Wu

The form is a combination of the deviation-related functional and the expectation, and such measures belong to the class of consistent risk measures.

Risk Aversion and Insurance Propensity

no code implementations13 Oct 2023 Fabio Maccheroni, Massimo Marinacci, Ruodu Wang, Qinyu Wu

We then extend the analysis to comparative risk aversion by showing that the notion of Yaari (1969) corresponds to comparative propension to full insurance, while the stronger notion of Ross (1981) corresponds to comparative propension to partial insurance.

A duality between utility transforms and probability distortions

no code implementations25 Aug 2023 Christopher P. Chambers, Peng Liu, Ruodu Wang

In this paper, we establish a mathematical duality between utility transforms and probability distortions.

Antimonotonicity for Preference Axioms: The Natural Counterpart to Comonotonicity

no code implementations17 Jul 2023 Giulio Principi, Peter P. Wakker, Ruodu Wang

We, finally, present cases where antimonotonic restrictions do weaken axioms and lead to new models, primarily for ambiguity aversion in nonexpected utility.

Composite Sorting

no code implementations12 Mar 2023 Job Boerma, Aleh Tsyvinski, Ruodu Wang, Zhenyuan Zhang

We completely characterize optimal sorting and additionally show it is more positive when mismatch costs are less concave.

Pairwise counter-monotonicity

no code implementations22 Feb 2023 Jean-Gabriel Lauzier, Liyuan Lin, Ruodu Wang

We systematically study pairwise counter-monotonicity, an extremal notion of negative dependence.

Risk sharing, measuring variability, and distortion riskmetrics

no code implementations8 Feb 2023 Jean-Gabriel Lauzier, Liyuan Lin, Ruodu Wang

We address the problem of sharing risk among agents with preferences modelled by a general class of comonotonic additive and law-based functionals that need not be either monotone or convex.

Portfolio Optimization

Diversification quotients based on VaR and ES

no code implementations9 Jan 2023 Xia Han, Liyuan Lin, Ruodu Wang

The diversification quotient (DQ) is recently introduced for quantifying the degree of diversification of a stochastic portfolio model.

Portfolio Optimization

Quasi-convexity in mixtures for generalized rank-dependent functions

no code implementations7 Sep 2022 Ruodu Wang, Qinyu Wu

Quasi-convexity in probabilistic mixtures is a common and useful property in decision analysis.

Management

E-backtesting

no code implementations27 Aug 2022 Qiuqi Wang, Ruodu Wang, Johanna Ziegel

In the recent Basel Accords, the Expected Shortfall (ES) replaces the Value-at-Risk (VaR) as the standard risk measure for market risk in the banking sector, making it the most important risk measure in financial regulation.

Choquet regularization for reinforcement learning

no code implementations17 Aug 2022 Xia Han, Ruodu Wang, Xun Yu Zhou

We propose \emph{Choquet regularizers} to measure and manage the level of exploration for reinforcement learning (RL), and reformulate the continuous-time entropy-regularized RL problem of Wang et al. (2020, JMLR, 21(198)) in which we replace the differential entropy used for regularization with a Choquet regularizer.

reinforcement-learning Reinforcement Learning (RL)

An unexpected stochastic dominance: Pareto distributions, dependence, and diversification

no code implementations17 Aug 2022 Yuyu Chen, Paul Embrechts, Ruodu Wang

We find the perhaps surprising inequality that the weighted average of independent and identically distributed Pareto random variables with infinite mean is larger than one such random variable in the sense of first-order stochastic dominance.

Diversification quotients: Quantifying diversification via risk measures

no code implementations28 Jun 2022 Xia Han, Liyuan Lin, Ruodu Wang

We establish the first axiomatic theory for diversification indices using six intuitive axioms: non-negativity, location invariance, scale invariance, rationality, normalization, and continuity.

Portfolio Optimization

Calibrating distribution models from PELVE

no code implementations19 Apr 2022 Hirbod Assa, Liyuan Lin, Ruodu Wang

It is straightforward to compute the value of PELVE for a given distribution model.

A reverse ES (CVaR) optimization formula

no code implementations4 Mar 2022 Yuanying Guan, Zhanyi Jiao, Ruodu Wang

The celebrated Expected Shortfall (ES) optimization formula implies that ES at a fixed probability level is the minimum of a linear real function plus a scaled mean excess function.

Model Aggregation for Risk Evaluation and Robust Optimization

no code implementations17 Jan 2022 Tiantian Mao, Ruodu Wang, Qinyu Wu

The MA risk evaluation can be computed through explicit formulas in the lattice theory of stochastic dominance, and under some standard assumptions, the MA robust optimization admits a convex-program reformulation.

Portfolio Optimization

Simultaneous Optimal Transport

no code implementations10 Jan 2022 Ruodu Wang, Zhenyuan Zhang

We propose a general framework of mass transport between vector-valued measures, which will be called simultaneous optimal transport (SOT).

Cash-subadditive risk measures without quasi-convexity

no code implementations23 Oct 2021 Xia Han, Qiuqi Wang, Ruodu Wang, Jianming Xia

In the literature of risk measures, cash subadditivity was proposed to replace cash additivity, motivated by the presence of stochastic or ambiguous interest rates and defaultable contingent claims.

A Framework for Measures of Risk under Uncertainty

no code implementations20 Oct 2021 Tolulope Fadina, Yang Liu, Ruodu Wang

A risk analyst assesses potential financial losses based on multiple sources of information.

Management

Risk measures induced by efficient insurance contracts

no code implementations1 Sep 2021 Qiuqi Wang, Ruodu Wang, Ricardas Zitikis

To fill this gap, we study characterization of risk measures induced by efficient insurance contracts, i. e., those that are Pareto optimal for the insured and the insurer.

Management

Risk Concentration and the Mean-Expected Shortfall Criterion

no code implementations11 Aug 2021 Xia Han, Bin Wang, Ruodu Wang, Qinyu Wu

Recently, Wang and Zitikis (2021) put forward four economic axioms for portfolio risk assessment and provide the first economic axiomatic foundation for the family of ES.

Management Translation

A unified framework for bandit multiple testing

1 code implementation NeurIPS 2021 Ziyu Xu, Ruodu Wang, Aaditya Ramdas

In bandit multiple hypothesis testing, each arm corresponds to a different null hypothesis that we wish to test, and the goal is to design adaptive algorithms that correctly identify large set of interesting arms (true discoveries), while only mistakenly identifying a few uninteresting ones (false discoveries).

valid

Optimal Insurance to Maximize RDEU Under a Distortion-Deviation Premium Principle

no code implementations6 Jul 2021 Xiaoqing Liang, Ruodu Wang, Virginia Young

We prove necessary and sufficient conditions satisfied by the optimal solution and consider three ambiguity orders to further determine the optimal indemnity.

Risk Aggregation under Dependence Uncertainty and an Order Constraint

no code implementations15 Apr 2021 Yuyu Chen, Liyuan Lin, Ruodu Wang

We study the aggregation of two risks when the marginal distributions are known and the dependence structure is unknown, under the additional constraint that one risk is smaller than or equal to the other.

Star-shaped Risk Measures

no code implementations29 Mar 2021 Erio Castagnoli, Giacomo Cattelan, Fabio Maccheroni, Claudio Tebaldi, Ruodu Wang

In this paper monetary risk measures that are positively superhomogeneous, called star-shaped risk measures, are characterized and their properties studied.

Parametric measures of variability induced by risk measures

no code implementations9 Dec 2020 Fabio Bellini, Tolulope Fadina, Ruodu Wang, Yunran Wei

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 explored in detail and compared with the widely known and applied inter-quantile differences.

Time Series Time Series Analysis

Ordering and Inequalities for Mixtures on Risk Aggregation

no code implementations24 Jul 2020 Yuyu Chen, Peng Liu, Yang Liu, Ruodu Wang

Aggregation sets, which represent model uncertainty due to unknown dependence, are an important object in the study of robust risk aggregation.

Convolution Bounds on Quantile Aggregation

no code implementations18 Jul 2020 Jose Blanchet, Henry Lam, Yang Liu, Ruodu Wang

We discuss relevant applications in risk management and economics.

Management

Adjusted Expected Shortfall

no code implementations17 Jul 2020 Matteo Burzoni, Cosimo Munari, Ruodu Wang

We introduce and study the main properties of a class of convex risk measures that refine Expected Shortfall by simultaneously controlling the expected losses associated with different portions of the tail distribution.

Position

Scenario-based Risk Evaluation

no code implementations22 Aug 2018 Ruodu Wang, Johanna F. Ziegel

Risk measures such as Expected Shortfall (ES) and Value-at-Risk (VaR) have been prominent in banking regulation and financial risk management.

Management

Combining p-values via averaging

1 code implementation20 Dec 2012 Vladimir Vovk, Ruodu Wang

An old result by R\"uschendorf and, independently, Meng implies that the p-values can be combined by scaling up their arithmetic mean by a factor of 2 (and no smaller factor is sufficient in general).

Statistics Theory Statistics Theory 62G10, 62F03

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