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Modeling uncertainty in multi-criteria decision analysis
Authors:Ian N Durbach  Theodor J Stewart
Institution:1. Department of Statistical Sciences, University of Cape Town, South Africa;2. Manchester Business School, University of Manchester, Manchester M15 6PB, United Kingdom
Abstract:his paper provides a review of multiple criteria decision analysis (MCDA) for cases where attribute evaluations are uncertain. The main aim is to identify different tools which can be used to represent uncertain evaluations, and to broadly survey the available decision models that can be used to support uncertain decision making. The review includes models using probabilities or probability-like quantities; explicit risk measures such as quantiles and variances; fuzzy numbers, and scenarios. The practical assessment of uncertain outcomes and preferences associated with these outcomes is also discussed.
Keywords:Decision analysis  Multiple criteria analysis  Risk management  Uncertainty modeling
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