statement proposition
Linearly independent set of the right size is a basis
Statement
Let be a field and let be a vector space over of finite dimension . Let be vectors. If are linearly independent, then they form a basis of . If span , then they form a basis of .
Remarks
Thus, for exactly vectors, independence and spanning are equivalent. For example, three vectors of form a basis if and only if the matrix with these columns has nonzero determinant. More generally, a family is linearly independent if and only if its span has dimension .
Explanations
L1 human
When we have exactly as many vectors as the dimension, we only need to check one of the two basis conditions. Independence gives spanning for free, and spanning gives independence for free. This halves the work of checking a basis.
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What this needs
To read this node, read these 10 nodes in this order. The foundations come first, and the list ends with this node.
- no evidence level
- Vector space definition
- Linear combination definition
- Linear subspace definition
- Linear independence definition
- Linear span definition
- Spanning set definition
- Basis definition
- Finite-dimensional vector space definition
- Dimension definition
- Linearly independent set of the right size is a basis statement
Sources
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