Closed convex function

A convex function whose epigraph is closed, equivalently a lower semicontinuous convex function.
Closed convex function

A closed convex function is an extended-real-valued f:Rn(,+]f:\mathbb{R}^n\to(-\infty,+\infty] that is and has a closed epigraph

epi(f)  =  {(x,t)Rn×R: tf(x)}, \mathrm{epi}(f)\;=\;\{(x,t)\in\mathbb{R}^n\times\mathbb{R}:\ t\ge f(x)\},

so that epi(f)\mathrm{epi}(f) is a closed in Rn×R\mathbb{R}^n\times\mathbb{R}.

Equivalently, ff is closed convex iff it is convex and lower semicontinuous, meaning lim infxx0f(x)f(x0)\liminf_{x\to x_0} f(x)\ge f(x_0) for every x0x_0. Closedness is the regularity condition that makes conjugation behave well: for functions, closed convexity is exactly the condition for equality f=ff=f^{**} in the construction (see ).

Examples:

  • The norm f(x)=x2f(x)=\|x\|_2 is closed and convex on Rn\mathbb{R}^n.
  • If CC is a closed convex set, then the indicator δC\delta_C is a closed convex function; if CC is convex but not closed (e.g. an open ball), then δC\delta_C is convex but not closed.