Convexity of the Proximal Average

Convexity of the Proximal Average

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Article ID: iaor20111392
Volume: 148
Issue: 1
Start Page Number: 107
End Page Number: 124
Publication Date: Jan 2011
Journal: Journal of Optimization Theory and Applications
Authors: , ,
Abstract:

We complete the study of the convexity of the proximal average by proving it is convex as a function of each of its parameters separately, but not jointly convex as a function of any two of its parameters. We present an interpolation‐based plotting algorithm that takes advantage of the partial convexity of the proximal average, and improves the plotting time by a factor of 100, while reducing picture sizes by a factor of 10.

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