Linear mapping/Matrix to basis/Several properties/Fact

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Let be a field, and let and be vector spaces over of dimensions and . Let

be a linear map, described by the matrix with respect to two bases. Then the following properties hold.

  1. is injective if and only if the columns of the matrix are linearly independent.
  2. is surjective if and only if the columns of the matrix form a generating system of .
  3. Let . Then is bijective if and only if the columns of the matrix form a basis of , and this holds if and only if is invertible.