A compensatory value function for modeling risk tolerance and criteria interactions in preference disaggregation

•This paper aims to model the behavior of a value system in an interpretable manner.•Introduce a compensatory value function with independent and dependent parts.•Develop a preference disaggregation procedure to learn preference models.•Five case studies based on real-world datasets are provided.