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Basic Matrix Features

For an N\times N matrix \mathbf{A} the following properties are all equivalent

  • If the inverse of \mathbf{A} exists, \mathbf{A} is nonsingular.
  • The equation \mathbf{Ax}=0 implies \mathbf{x}=0 .
  • The rows of \mathbf{A} form a basis of R^N .
  • The columns of \mathbf{A} form a basis of R^N .
  • \mathbf{A} is a product of elementary matrices.
  • 0 is not eigenvalue of \mathbf{A} .