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Mathematics

The Characteristic Polynomial and the Cayley–Hamilton Theorem

Quick fact

The Cayley–Hamilton theorem states that every square matrix satisfies its own characteristic equation; for example, if A is a 2x2 matrix with characteristic polynomial p(λ)=λ² - (trace A)λ + det A, then p(A)=A² - (trace A)A + (det A)I = 0. This result holds for all matrices over any commutative ring, not just real or complex matrices.

Why this is interesting

Imagine a matrix as a machine that transforms vectors. Could there be a polynomial that, when evaluated on the matrix itself, gives zero—like a magic button that always returns the same result?