Convex sets of matrices are path connected
Statement
- Show that every convex subset of is path connected.
- Give four examples of convex subsets of and say why each one is convex.
Hint
A set is convex if it contains the whole segment between any two of its points. Is a segment a path?
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Solution
Idea. Convexity is *exactly* the statement that straight-line paths do not leave the set.
1. Proof. Let be convex and . Define
- is continuous: each entry is an affine function of .
- and .
- for every , because is convex.
So any two points of are joined by a path inside : is path connected (the empty set and singletons are trivially path connected).
2. Four examples.
- *The whole space *: it is a vector space.
- *Any open or closed ball* for a norm : if and , then by the triangle inequality .
- *Positive definite symmetric matrices*: if and for all , then (the sum is a combination with weights not both zero).
- *Stochastic matrices* (nonnegative entries, every row sums to ): the two conditions are preserved by convex combinations, since they are linear equalities and inequalities.
Remark. Path connectedness is strictly weaker than convexity. A circle (for instance ) is path connected but not convex. Most of this chapter is about sets that are path connected for *non*-obvious reasons.