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Linear span

From Wikipedia, the free encyclopedia

In the mathematical subfield of linear algebra, the linear span, also called the linear hull, of a set of vectors in a vector space is the intersection of all subspaces containing that set. The linear span of a set of vectors is therefore a vector space.

Contents

[edit] Definition

Given a vector space V over a field K, the span of a set S (not necessarily finite) is defined to be the intersection W of all subspaces of V which contain S. When S is a finite set, then W is referred to as the subspace spanned by the vectors in S.

Let v_1,...,v_r \in V. The span of the set of these vectors is

{ \rm span } \left(v_1,...,v_r\right) = \left\{ {\lambda _1 v_1  +  \cdots  + \lambda _r v_r |\lambda _1 , \ldots ,\lambda _r  \in \mathbb K} \right\}.

[edit] Notes

A spanning set is not necessarily a basis for S as the spanning vectors need not be linearly independent. On the other hand a minimal spanning set for a given vector space S is a basis in a finite dimensional space. In other words in a finite dimensional space a spanning set is a basis for S if and only if every vector in S can be written as a unique linear combination of elements in the spanning set.

The span of S may also be defined as the collection of all finite linear combinations of the elements of S.

[edit] Examples

The real vector space R3 has {(1,0,0), (0,1,0), (0,0,1)} as a spanning set. This spanning set is actually a basis.

Another spanning set for the same space is given by {(1,2,3), (0,1,2), (−1,1/2,3), (1,1,1)}, but this set is not a basis, because it is linearly dependent.

The set {(1,0,0), (0,1,0), (1,1,0)} is not a spanning set of R3; instead its span is the space of all vectors in R3 whose last component is zero.

[edit] Theorems

Theorem 1: The subspace spanned by a non-empty subset S of a vector space V is the set of all linear combinations of vectors in S.

This theorem is so well known that at times it is referred to as the definition of span of a set.

Theorem 2: Let V be a finite dimensional vector space. Any set of vectors that spans V can be reduced to a basis by discarding vectors if necessary.

This also indicates that a basis is a minimal spanning set when V is finite dimensional.

[edit] External links

  • M.I. Voitsekhovskii, "Linear hull" SpringerLink Encyclopaedia of Mathematics (2001)
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