Module 1: Basics and Background
  Lecture 5: Vector and Metric Spaces
 

                                            

 

 

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: