Multi-view spectral clustering for uncertain objects

•A multi-view spectral clustering algorithm is proposed to take decision in uncertain systems.•The proposed algorithm relies on co-regularization.•A symmetry-favored graph is constructed to design affinity matrix for each view.•A self-adaptive mixture similarity measure is used to construct a graph efficiently.