Part of ALG-01 — Matrices & Determinants

Trace Properties and Applications

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Trace = sum of diagonal elements = sum of eigenvalues

PropertyFormula
tr(A + B)tr(A) + tr(B)
tr(kA)k * tr(A)
tr(AB)tr(BA) -- cyclic property
tr(ATA^T)tr(A)
tr(InI_n)n
tr(A)lambda1lambda_1 + lambda2lambda_2 + ... + lambdanlambda_n

Connection to characteristic equation (2x2): Characteristic equation: lambda2lambda^2 - (tr A)lambda + det(A) = 0

Connection to characteristic equation (3x3): lambda3lambda^3 - (tr A)lambda2lambda^2 + (sum of 2x2 principal minors)lambda - det(A) = 0

This means for 2x2 matrices, knowing trace and determinant completely determines the characteristic equation, eigenvalues, and by Cayley-Hamilton, all powers of A.

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