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. Author manuscript; available in PMC: 2012 Feb 23.
Published in final edited form as: J Am Stat Assoc. 2011 Sep 1;106(495):904–913. doi: 10.1198/jasa.2010.tm10053

Figure 2.

Figure 2

Relaxation of the indicator functions. Left panel: indicator function 1yxtu<0 replaced with convex surrogate (1yxtu)+. Right panel: indicator function 1yxtu<0 replaced with convex surrogate (1+yxtu)+1.