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v2009.01.01 - Convex Optimization

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86 CHAPTER 2. CONVEX GEOMETRY<br />

2.6.1.2 Face transitivity and algebra<br />

Faces of a convex set enjoy transitive relation. If F 1 is a face (an extreme set)<br />

of F 2 which in turn is a face of F 3 , then it is always true that F 1 is a<br />

face of F 3 . (The parallel statement for exposed faces is false. [266,18])<br />

For example, any extreme point of F 2 is an extreme point of F 3 ; in<br />

this example, F 2 could be a face exposed by a hyperplane supporting<br />

polyhedron F 3 . [194, def.115/6, p.358] Yet it is erroneous to presume that<br />

a face, of dimension 1 or more, consists entirely of extreme points, nor is a<br />

face of dimension 2 or more entirely composed of edges, and so on.<br />

For the polyhedron in R 3 from Figure 16, for example, the nonempty<br />

faces exposed by a hyperplane are the vertices, edges, and facets; there<br />

are no more. The zero-, one-, and two-dimensional faces are in one-to-one<br />

correspondence with the exposed faces in that example.<br />

Define the smallest face F that contains some element G of a convex<br />

set C :<br />

F(C ∋G) (151)<br />

videlicet, C ⊇ F(C ∋G) ∋ G . An affine set has no faces except itself and the<br />

empty set. The smallest face that contains G of the intersection of convex<br />

set C with an affine set A [206,2.4] [207]<br />

F((C ∩ A)∋G) = F(C ∋G) ∩ A (152)<br />

equals the intersection of A with the smallest face that contains G of set C .<br />

2.6.1.3 Boundary<br />

The classical definition of boundary of a set C presumes nonempty interior:<br />

∂ C = C \ int C (14)<br />

More suitable for the study of convex sets is the relative boundary; defined<br />

[173,A.2.1.2]<br />

rel∂C = C \ rel int C (153)<br />

the boundary relative to the affine hull of C , conventionally equivalent to:

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