6533b827fe1ef96bd1285989

RESEARCH PRODUCT

SMAA - Stochastic multiobjective acceptability analysis

Pekka SalminenJoonas HokkanenRisto Lahdelma

subject

Mathematical optimizationDecision support systemInformation Systems and ManagementGeneral Computer ScienceStochastic modellingDecision theoryConfidence factorWeight spaceManagement Science and Operations ResearchIndustrial and Manufacturing EngineeringVariety (cybernetics)Modeling and SimulationProbability distributionWeightMathematical economicsMathematics

description

Stochastic multiobjective acceptability analysis (SMAA) is a multicriteria decision support technique for multiple decision makers based on exploring the weight space. Inaccurate or uncertain input data can be represented as probability distributions. In SMAA the decision makers need not express their preferences explicitly or implicitly; instead the technique analyses what kind of valuations would make each alternative the preferred one. The method produces for each alternative an acceptability index measuring the variety of different valuations that support that alternative, a central weight vector representing the typical valuations resulting in that decision, and a confidence factor measuring whether the input data is accurate enough for making an informed decision.

https://doi.org/10.1016/s0377-2217(97)00163-x