Basis of a Set in Linear Algebra

Confirming that
a set is a Basis
Intuitive Way
Definition: A 
basis
 B for V is an 
independent
generation set 
of V.
 
Is 
C
  
a basis of 
V
 
?
 
Independent?
 
yes
 
Generation set?
 
difficult
 
generates V
Another way
Given a subspace V, assume that we already know that dim
V = k.  
Suppose S is a subset of V with k vectors
 
If S is independent
 
S is basis
 
If S is a generation set
 
S is basis
 
Is 
C
  
a basis of 
V
 
?
 
Independent?
 
yes
 
C
 
 is a basis of 
V
 
Dim V = 2
 
(parametric representation)
 
C 
is a subset of V with 2 vectors
Find a basis for V
Another way
Assume that dim V = k.  
Suppose
S is a subset of V with k vectors
 
By the extension theorem, we can add more
vector into S to form a basis.
 
However, S already have k vectors, so it is already
a basis.
 
By the reduction theorem, we can remove some
vector from S to form a basis.
 
However, S already have k vectors, so it is already
a basis.
Example
Is 
B
 
 
a basis of 
V
 
?
 
Dim V = ?
 
3
 
Independent set in V?
 
yes
 
 
B
 
is a basis of 
V
.
Example
Is 
B
 
 
a basis of 
V
 = Span 
S
 
?
 
B 
is a subset of V with 3
vectors
 
 
B
 
is a basis of 
V
.
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A basis for a vector space V is an independent generating set. There are intuitive ways to confirm if a set is a basis, such as checking if it is independent and generates V. The dimension of V helps determine if a subset is a basis. Examples and methods like the extension theorem are explored to find or verify bases of sets in linear algebra.

  • Linear Algebra
  • Basis Set
  • Vector Space
  • Dimension

Uploaded on Sep 25, 2024 | 0 Views


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  1. Confirming that a set is a Basis

  2. Intuitive Way Definition: A basis B for V is an independent generation set of V. Is Ca basis of V? Independent? yes Generation set? difficult generates V

  3. Another way Find a basis for V Given a subspace V, assume that we already know that dim V = k. Suppose S is a subset of V with k vectors If S is independent If S is a generation set S is basis S is basis Is Ca basis of V? Dim V = 2 (parametric representation) C is a subset of V with 2 vectors Cis a basis of V Independent? yes

  4. Assume that dim V = k. Suppose S is a subset of V with k vectors Another way If S is independent S is basis By the extension theorem, we can add more vector into S to form a basis. However, S already have k vectors, so it is already a basis. If S is a generation set S is basis By the reduction theorem, we can remove some vector from S to form a basis. However, S already have k vectors, so it is already a basis.

  5. Example Is Ba basis of V? Independent set in V? yes Bis a basis of V. Dim V = ? 3

  6. Example B is a subset of V with 3 vectors Is Ba basis of V = Span S? 0 0 2/3 1/3 2/3 0 1 0 0 0 0 1 0 0 ??= ???? = 3 1 0 1 0 0 0 0 1 0 0 0 0 1 0 ??????????? ??= Bis a basis of V.

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