Multi-view spectral clustering via integrating nonnegative embedding and spectral embedding

•The nonnegative embedding and spectral embedding are integrated into a unified formulation.•A parameter-free model is proposed for multi-view clustering.•An efficient optimization method based on Majorization-Minimization is developed to solve the involved objective.