Minimum information-loss transformations to support heterogeneous group decision making in a distributed linguistic context

•We focus on the unification and fusion of heterogeneous distributed linguistic information.•We present several minimum information-loss transformation models with desirable properties.•We present a multi-attribute group decision making framework in a heterogeneous distributed linguistic context.•We demonstrate the necessity of flexibility in distributed linguistic decision making.