L0 sparsity count 2026-10-07
The number of nonzero coordinates of a finite vector is its L0 sparsity count. It vanishes only at zero, but is unchanged under multiplication by a nonzero scalar, so it is not a norm. Minimizing it under linear measurement constraints finds a sparse vector with the smallest possible support of a vector. Sparse injectivity of order guarantees unique recovery of every sparse vector with at most nonzero coordinates by this objective.
First the null space property implies sparse injectivity. If a nonzero had at most nonzero coordinates, partition its support of a vector into disjoint with . Applying the null space property to each of these sets yields
which is impossible. Hence the null space contains no nonzero sparse vector of order .
The feasible vector has , where the L0 sparsity count counts its nonzero coordinates. Any different feasible with would give a nonzero null space vector with at most nonzero coordinates, contrary to sparse injectivity. Consequently every different feasible has strictly larger L0 sparsity count. The unique sparsest feasible vector is :
This proof does not treat the L0 sparsity count as a genuine norm; no triangle inequality for it is needed.
The strict null space property of order is
Here agrees with on and is zero elsewhere. Suppose a nonzero null vector had at most nonzero entries. Split its support of a vector into disjoint sets of size at most . Applying the null space property to both sets would give and , a contradiction. Empty parts cause the same contradiction. Thus no such nonzero null vector exists.
For an -sparse , the feasible vector has , where the zero-subscript quantity counts nonzero entries and is not a norm. Any feasible competitor with also has at most nonzero entries. The difference has at most nonzero entries, so . Competitors with larger support have strictly larger objective. Therefore every s-sparse vector is the unique sparsest feasible vector. This is sparse injectivity; for the only sparse vector is zero and the conclusion is immediate.