Alignment in products of positive matrices and Birkhoff's contraction formula: an elementary direct derivation

Abstract

We revisit the classical problem of alignment in products of positive matrices. A direct analysis yields a sharp product misalignment bound, providing an elementary route to alignment and Birkhoff's contraction formula.

8 pages; revised exposition and simplified proofs; main results unchanged; equivalence with classical results added