PSD matrices have empty interior in all of M_n
Statement
Let . Show that the set PSD of symmetric positive semidefinite matrices has empty interior in (not just in ).
Hint
Perturb a PSD matrix by a small *skew-symmetric* matrix, or note that PSD is contained in a proper subspace.
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Solution
Idea. PSD matrices are symmetric by definition, and is a proper subspace of when . A subset of a set with empty interior has empty interior.
Step 1: PSD and . For the matrix is not symmetric, so is a *proper* linear subspace.
Step 2: has empty interior. This is the earlier result on proper subspaces. Explicitly (the skew-symmetric perturbation of the hint): let and let (skew-symmetric, ). Then for every (its transpose is ), and . So every ball around contains a non-symmetric matrix.
Step 3: conclusion. Any ball around a PSD matrix contains a non-symmetric matrix, hence a matrix outside PSD. So .
Remark.
- For the claim is false: and has interior .
- Be careful with definitions. If "positive semidefinite" is defined for *non-symmetric* real matrices by the condition for all , the set is and does have non-empty interior (e.g. for small skew ). In this book PSD means *symmetric* with .
- This is why one always says "interior in ": the ambient space matters for interior and boundary.