Basis (linear algebra)
In linear algebra, a basis is a minimum set of vectors that, when combined, can address every vector in a given space.
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More precisely, a subset B of a vector space V is a basis for V if it satisfies any of the following equivalent conditions:
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- B is both a set of linearly independent vectors and a generating set of V.
- B is a minimal generating set of V, i.e., it is a generating set but no proper subset of B is.
- B is a maximal set of linearly independent vectors, i.e., it is a linearly independent set but no proper superset of B is.
- Every vector in V can be expressed as a linear combination of vectors in B in a unique way.
Recall that a set B is called a generating set of V if every vector in V is a linear combination of vectors in B. This definition includes a finiteness condition: a linear combination is always a finite sum of the form a1v1 + ... + anvn.
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One can prove that every vector space has a basis. For spaces that cannot be finitely generated, Zorn's lemma is needed for the proof. All bases of a vector space have the same cardinality (number of elements), called the dimension of the vector space. The latter result is known as the dimension theorem.
Related Topics:
Zorn's lemma - Cardinality - Dimension - Dimension theorem
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~ Table of Content ~
| ► | Introduction |
| ► | Examples |
| ► | Basis extension |
| ► | Proving that a set is a basis |
| ► | Ordered bases |
| ► | Related notions |
| ► | See also |
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