Math 2.0

Linear and multilinear algebra; matrix theory Definition

Multiplication by a matrix as a linear map

Builds on Matrix–vector productLinear map

Definition

Let FF be a field and let AA be an m×nm \times n matrix over FF. The linear map of multiplication by AA is LA ⁣:Fn→Fm,LA(x)=Ax,L_A \colon F^n \to F^m, \qquad L_A(x) = Ax, where AxAx is the matrix–vector product.

Remarks

The map LAL_A is linear, because A(x+y)=Ax+AyA(x + y) = Ax + Ay and A(cx)=c AxA(cx) = c\, Ax. Its matrix in the standard bases is AA, because LA(ej)L_A(e_j) is column jj of AA. Each linear map Fn→FmF^n \to F^m equals LAL_A for exactly one matrix AA. The kernel of LAL_A is the null space of AA, and its image is the column space of AA.

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  1. Matrix definition
  2. Vector space definition
  3. Matrix–vector product definition
  4. Linear map definition
  5. Multiplication by a matrix as a linear map definition

Further reading

  1. Web https://en.wikipedia.org/wiki/Transformation_matrix, Uses
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MSC15A04
DefinesMultiplication by a matrix as a linear map
UsesMatrix–vector product, Linear map

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