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Partial Infimal Convolutions of the Generalized Matrix-Fractional Function with applications. (arXiv:1807.01187v1 [math.OC])
来源于:arXiv
The paper studies the partial infimal convolution of the generalized
matrix-fractional function with a closed, proper, convex function on the space
of real symmetric matrices. Particular attention is given to support functions
and convex indicator functions. It is shown that this process yields
approximate smoothings of all Ky-Fan norms, weighted nuclear norms, and much
more. In particular, it is proven that all variational Gram functions are the
square of a weighted gauge. A complete variational calculus is given for this
class of functions including formulas for their conjugates and
subdifferentials. 查看全文>>