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I am reading Nonnegative Matrix Factorization(NMF) and encounter following sentences:

Although the functions $||V - W H||^2$ are convex in W only or H only, they are not convex in both variables together

Can someone explain why it's not convex in both variables together? Thanks.

Lei Hao
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