- In linear algebra, an eigenvector vector is a (nonzero) vector that has its direction unchanged (or reversed) by a given linear transformation. More precisely, An eigenvector v of a linear transformation A is scaled by a constant factor λ when the linear transformation is applied to it:Av=λvv: eigenvector (special direction)λ: eigenvalue (how much it scales) The corresponding eigenvalue, chara..