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Multivariate Almost Stochastic Dominance: Transfer Characterizations and Sufficient Conditions Under Dependence Uncertainty

Publication ,  Journal Article
Müller, A; Scarsini, M; Tsetlin, I; Winkler, RL
Published in: Operations Research
March 1, 2025

Most often, important decisions involve several unknown attributes. This produces a double challenge in the sense that both assessing the individual multiattribute preferences and assessing the joint distribution of the attributes can be extremely hard. To handle the first challenge, we suggest multivariate almost stochastic dominance, a relation based on bounding marginal utilities. We provide necessary and sufficient characterizations in terms of simple transfers, which are easily communicated to decision makers and, thus, can be used for preference elicitation. To handle the second challenge, we develop sufficient conditions that do not consider the dependence structure and are based on either marginal distributions of the attributes or just their means and variances. We apply the theoretical results to a case study of comparing the efficiency of photovoltaic plants.

Duke Scholars

Published In

Operations Research

DOI

EISSN

1526-5463

ISSN

0030-364X

Publication Date

March 1, 2025

Volume

73

Issue

2

Start / End Page

879 / 893

Related Subject Headings

  • Operations Research
  • 3507 Strategy, management and organisational behaviour
  • 1503 Business and Management
  • 0802 Computation Theory and Mathematics
  • 0102 Applied Mathematics
 

Citation

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Chicago
ICMJE
MLA
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Müller, A., Scarsini, M., Tsetlin, I., & Winkler, R. L. (2025). Multivariate Almost Stochastic Dominance: Transfer Characterizations and Sufficient Conditions Under Dependence Uncertainty. Operations Research, 73(2), 879–893. https://doi.org/10.1287/opre.2022.0596
Müller, A., M. Scarsini, I. Tsetlin, and R. L. Winkler. “Multivariate Almost Stochastic Dominance: Transfer Characterizations and Sufficient Conditions Under Dependence Uncertainty.” Operations Research 73, no. 2 (March 1, 2025): 879–93. https://doi.org/10.1287/opre.2022.0596.
Müller A, Scarsini M, Tsetlin I, Winkler RL. Multivariate Almost Stochastic Dominance: Transfer Characterizations and Sufficient Conditions Under Dependence Uncertainty. Operations Research. 2025 Mar 1;73(2):879–93.
Müller, A., et al. “Multivariate Almost Stochastic Dominance: Transfer Characterizations and Sufficient Conditions Under Dependence Uncertainty.” Operations Research, vol. 73, no. 2, Mar. 2025, pp. 879–93. Scopus, doi:10.1287/opre.2022.0596.
Müller A, Scarsini M, Tsetlin I, Winkler RL. Multivariate Almost Stochastic Dominance: Transfer Characterizations and Sufficient Conditions Under Dependence Uncertainty. Operations Research. 2025 Mar 1;73(2):879–893.

Published In

Operations Research

DOI

EISSN

1526-5463

ISSN

0030-364X

Publication Date

March 1, 2025

Volume

73

Issue

2

Start / End Page

879 / 893

Related Subject Headings

  • Operations Research
  • 3507 Strategy, management and organisational behaviour
  • 1503 Business and Management
  • 0802 Computation Theory and Mathematics
  • 0102 Applied Mathematics