Additive identity 2026-10-18
An identity element for addition: . In a vector space, it is the zero vector; among matrices of fixed dimensions, it is the zero matrix.
Cayley-Hamilton theorem Created 2026-09-24 Updated 2026-10-18
Every square matrix satisfies its own characteristic polynomial. More explicitly, for an -by- matrix over a commutative ring with identity, formThenHere is the zero matrix, and the constant term multiplies the identity matrix. This is a polynomial evaluated at a matrix; it is stronger than saying that each eigenvalue is a root of a polynomial. Neither diagonalizability nor distinct eigenvalues is required.[ref]
Universal Identities by Keith Conrad. §3, Theorem 3.4 and the universal-identity discussion, printed pp. 6–7: matrices over arbitrary commutative rings
The practical payoff is that arbitrarily high matrix powers can be reduced to a combination of . These powers arise when repeatedly applying a linear map, solving a linear recurrence relation, or evolving a finite state space model. The characteristic polynomial turns that repeated action into a fixed-order scalar recurrence. The minimal polynomial may reduce the number of required powers further.