The relation of two vector spaces can be expressed by linear map or linear transformation. They are functions that reflect the vector space structure, that is, they preserve sums and scalar multiplication: f ( v + w ) = f ( v ) + f ( w ) , f ( a ⋅ ⋅ v ) = a ⋅ ⋅ f ( v ) for all v and w in V , all a in F .