Definition of vector space |
- Informally, a collection of vectors that can be added together and scaled by a scalar
|
- Vector space over field defines two operations
|
|
- Vector addition: , denoted as
|
|
- Scalar multiplication: , denoted as
|
- If scalars are real numbers, then is called a real vector space
|
- 8 properties of addition and multiplication operations:
|
|
- Commutativity of vector addition:
|
|
- Associativity of vector addition:
|
|
- Additive identity: (zero vector), s.t.
|
|
- Additive inverse: , s.t.
|
|
- Multiplicative identity:(multiplicative identity of F), s.t.
|
|
- Associativity of scalar multiplication:
|
|
- Distributivity of scalar sums:
|
|
- Distributivity of vector sums:
|