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Sec. 3.2 Subspaces (continued)
In the previous example, we see that
N ( A) v1 v2 , and are arbitrary real numbers
where v1 , v2 are two vectors. This subspace
v1 v2 , and are arbitrary real numbers
consists of vectors which are linear combinations of v1 , v2 and are called the span of vectors v1 , v2 .
Definition Let v1, v2, . . . , vn be vectors in a vector space V. A sum of the form
α1v1+α2v2+· · ·+αnvn, where α1, . . . , αn are scalars, is called a linear combination
of v1, v2, . . . , vn. The set of all linear combinations of v1, v2, . . . , vn is called
the span of v1, . . . , vn. The span of v1, . . . , vn will be denoted by Span(v1, . . . , vn).
Example 6
In R3, let
1
0
e1 0 , e2 1 ,
0
0
then
span e1 , e2 , and are arbitrary real numbers
0
Geometric interpretation of span(e1,e2): it is the x-y place of R3.
Question: what is span(e1)?
Obviously span(e1,e2) and span(e1) are subspaces of R3.
In general, if v1, v2, . . . , vn are elements of a vector space V, then Span(v1, v2, . . . , vn)
is a subspace of V.
Definition: Spanning set
Suppose V is a vector space, and v1 , v2 ,
vn V . Then the set {v1, . . . , vn} is a spanning set
for V if V=span(v1,v2,…,vn).
Example: {e1,e2} is a spanning set for R2.
1
0
Example: If v1 ,
1
v2 , , then is (v1, v2) a spanning set for R2?
1
We must determine for any vector [a,b]^T in R2, whether it is possible to find constants α1, α2 such
that
a
1v1 2 v2 ,
b
i.e.
1
1 a
1 2 .
0
1
b
These equations can be written out explicitly as
1 2 a ,
2 b.
Thus we find
1 a b, 2 b, so this is possible. As a result, {e1,e2} is a spanning set for R2.
EXAMPLE Which of the following are spanning sets for R3?
(a) {e1, e2, e3, (1, 2, 3)T }
(b) {(1, 1, 1)T , (1, 1, 0)T , (1, 0, 0)T }
(c) {(1, 0, 1)T , (0, 1, 0)T }
HW: Sec. 3.2, 11, 12, 13, 14.