Sparse injectivity Created 2026-10-06 Updated 2026-10-07
A linear map is injective on the class of sparse vectors of order exactly when its null space contains no nonzero vector with at most nonzero entries. Differences of two sparse vectors have at most active coordinates. Conversely, splitting the support of a vector of a -sparse null vector into two parts constructs two distinct -sparse vectors with the same image. The strict null space property implies sparse injectivity by applying it to both parts of such a split.
Strict dual certificate for basis pursuit 2026-10-07
For a real vector with support of a vector , this certificate is a vector whose measurements under the adjoint operator match the active sign function values and lie strictly between minus one and one on the inactive coordinates. If is injective, such a certificate proves that is the unique basis pursuit minimizer. For a nonzero , injectivity ensures , and implies the fixed-sign null space condition. The strict inequality is interpreted coordinatewise if is empty. The condition with the sign function written here is for real variables; complex basis pursuit uses the unit phases of active coordinates instead.