Eigenvalues

Concept

Av = λv

An eigenvector keeps its direction under the transformation; the eigenvalue λ is how much it stretches.

For a 2×2 matrix, solve det(A − λI) = 0 — a quadratic whose sum of roots is the trace and product is the determinant.