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Thus, the learned tensor representation with compact low-rank structure will well explore the complementary information and accurately characterize the high-order correlation among multi-views. The alternating direction method of multipliers is used to solve the non-convex multi-block [Formula see text]NM-MSC model where the challenging [Formula see text]NM problem is carefully handled.Importantly, the algorithm convergence analysis is mathematically established by showing that the sequence generated by the algorithm is of Cauchy and conve