properties of spanning sets
Let be a vector space over a field . Let be a subset of . We denote the span of the set . Below are some basic properties of spanning sets.
- 1.
If , then . In particular, if , every superset
of spans (generates) .
Proof.
If , then for . But by assumption
. So as well. If , and , then . ∎
- 2.
If contains , then .
Proof.
Let . So by 1 above. If , then . If one of the ’s, say , is , then . ∎
- 3.
It is not true that if is a chain of subsets, each spanning the same subspace
of , so does their intersection
.
Proof.
Take , the Euclidean space in dimensions
. For each , let be the closed ball centered at the origin, with radius . Then . But the intersection of these ’s is just the origin, whose span is itself, not .∎
- 4.
is a basis for iff is a minimal
spanning set of . Here, minimal means that any deletion of an element of is no longer a spanning set of .
Proof.
If is a basis for , then spans and is linearly independent
. Let be the set obtained from with deleted. If spans , then can be written as a linear combination
of elements in . But then would no longer be linearly independent, contradiction
the assumption. Therefore, is minimal.
Conversely, suppose is a minimal spanning set for . Furthermore, suppose that is linearly dependent. Let , with . Then
(1) where . So any linear combination of elements in involving can be replaced by a linear combination not involving through equation (1). Therefore . But this means that is not minimal, contrary to our assumption. Therefore, must be linearly independent.∎
Remark. All of the properties above can be generalized to modules over rings, except the last one, where the implication is only one-sided: basis implying minimal spanning set.