What are eigenvalues?

Answer 1

An eigenvector of a linear transformation T is a vector v that is mapped to a multiple of itself by the transformation:

Tv = λv

In this equation, λ is a constant, called the eigenvalue associated with v.

The same terminology applies if A is a square matrix, and v a vector with Av = λv.