Eigenvalue equation
Finds the directions a matrix leaves pointing the same way, stretching them by a single number. Those directions are the natural coordinate system of the map, which is what makes PCA and spectral methods work.
- A square matrix.
- An eigenvector — a direction the matrix preserves.
- The eigenvalue, the factor that direction is scaled by.