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20212026
most citedModel Aggregation for Risk Evaluation and Robust Optimization

5 citations · 6 across the 15 of their papers we have counts for

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15 papers

math.OC2026

Harnessing Heterogeneous Data for Conditional Optimization via Optimal Transport

Jonathan Yu-Meng Li, Qinyu Wu

Conditional optimization tailors decisions to contextual or event information, but its practical use is often limited by the difficulty of learning the relevant conditional distrib…

econ.TH2025

Risk-insurance parity

Benjamin Côté, Ruodu Wang, Qinyu Wu

Risk aversion and insurance are two prominent and interconnected concepts in economics and finance. To explore their fundamental connection, we introduce risk-insurance parity, whi…

q-fin.MF2025

Higher-order Gini indices: An axiomatic approach

Xia Han, Ruodu Wang, Qinyu Wu

Via an axiomatic approach, we characterize the family of n-th order Gini deviation, defined as the expected range over n independent draws from a distribution, to quantify joint di…

econ.TH2025

Disappointment Aversion and Expectiles

Fabio Bellini, Fabio Maccheroni, Tiantian Mao +2

This paper recasts Gul's (1991) theory of disappointment aversion in a Savage framework, with general outcomes, new explicit axioms of disappointment aversion, and novel explicit r…

econ.TH2024

Prudence and higher-order risk attitudes in the rank-dependent utility model

Ruodu Wang, Qinyu Wu

We obtain a full characterization of consistency with respect to higher-order stochastic dominance within the rank-dependent utility model. Different from the results in the litera…

math.PR2024

The reference interval in higher-order stochastic dominance

Ruodu Wang, Qinyu Wu

Given two random variables taking values in a bounded interval, we study whether one dominates the other in higher-order stochastic dominance depends on the reference interval in t…

econ.TH2024

Disappointment concordance and duet expectiles

Fabio Bellini, Tiantian Mao, Ruodu Wang +1

We introduce an axiom of disappointment-concordance (disco) aversion for a preference relation over acts in an Anscombe-Aumann setting. This axiom means that the decision maker, fa…

q-fin.MF2024

Max- and min-stability under first-order stochastic dominance

Christopher Chambers, Alan Miller, Ruodu Wang +1

Max-stability is the property that taking a maximum between two inputs results in a maximum between two outputs. We study max-stability with respect to first-order stochastic domin…

q-fin.RM2023

Monotonic mean-deviation risk measures

Xia Han, Ruodu Wang, Qinyu Wu

Mean-deviation models, along with the existing theory of coherent risk measures, are well studied in the literature. In this paper, we characterize monotonic mean-deviation (risk)…

econ.TH2023

Risk Aversion and Insurance Propensity

Fabio Maccheroni, Massimo Marinacci, Ruodu Wang +1

We provide a new foundation of risk aversion by showing that this attitude is fully captured by the propensity to seize insurance opportunities. Our foundation, which applies to al…

q-fin.MF2023

Conditional generalized quantiles based on expected utility model and equivalent characterization of properties

Qinyu Wu, Fan Yang, Ping Zhang

As a counterpart to the (static) risk measures of generalized quantiles and motivated by Bellini et al. (2018), we propose a new kind of conditional risk measure called conditional…

cs.LG2022

On Generalization and Regularization via Wasserstein Distributionally Robust Optimization

Qinyu Wu, Jonathan Yu-Meng Li, Tiantian Mao

Wasserstein distributionally robust optimization (DRO) has gained prominence in operations research and machine learning as a powerful method for achieving solutions with favorable…

econ.TH2022

Probabilistic risk aversion for generalized rank-dependent functions

Ruodu Wang, Qinyu Wu

Probabilistic risk aversion, defined through quasi-convexity in probabilistic mixtures, is a common useful property in decision analysis. We study a general class of non-monotone m…

q-fin.RM2022★ 5 cited

Model Aggregation for Risk Evaluation and Robust Optimization

Tiantian Mao, Ruodu Wang, Qinyu Wu

We introduce a new approach for prudent risk evaluation based on stochastic dominance, which will be called the model aggregation (MA) approach. In contrast to the classic worst-ca…

q-fin.MF2021★ 1 cited

Risk Concentration and the Mean-Expected Shortfall Criterion

Xia Han, Bin Wang, Ruodu Wang +1

Expected Shortfall (ES, also known as CVaR) is the most important coherent risk measure in finance, insurance, risk management, and engineering. Recently, Wang and Zitikis (2021) p…